About Me (Du Yin)

I am a Ph.D. student in the School of Computer Science and Engineering (CSE) at UNSW Sydney, Australia, where I am fortunate to be co-supervised by Prof. Flora Salim and Dr. Hao Xue.

My research is driven by a strong passion for Time-Series Research and Deep Learning. Currently, my work focuses on developing next-generation Time-Series Foundation Models (TSFMs), generative modeling, and scalable frameworks for complex temporal and spatio-temporal data mining.

Prior to joining UNSW, I received my Master's degree, during which I had the privilege of being advised by Prof. Xuan Song, Dr. Quanjun Chen, and Prof. Renhe Jiang.

Backlog (To do):

Recent Time Series Works Grouped by Task

• Multivariat Time Series Forecasting
• Multivariat Probabilistic Time Series Forecasting
• Time Series Imputation
• Time Series Anomaly Detection
• Demand Prediction
• Time Series Generation
• Travel Time Estimation
• Traffic Location Prediction
• Event Prediction
• Stock Prediction
• Other Forecasting

Multivariat Time Series Forecasting

Task	Data	Model	Paper	Code	Publication
Foundation Multivariat	TimesNet	Olivia	Olivia: Harmonizing Time Series Foundation Models with Power Spectral Density	None	ICML 2026
Foundation Multivariat	TimesNet	Time-PEFT	Time-PEFT: Temporal and Multichannel Complexity-Based Fine-Tuning for Time-Series Foundation Models	None	ICML 2026
Foundation Multivariat	TimesNet		Universal Redundancies in Time Series Foundation Models	None	ICML 2026
LLM Reasoning	TimesNet	VeriTime	Time Series Reasoning via Process-Verifiable Thinking Data Synthesis and Scheduling for Tailored LLM Reasoning	None	ICML 2026
LLM Medical	HAR-CoT Sleep-CoT ECG-QA MIMIC	OpenTSLM	OpenTSLM: Time-Series Language Models for Reasoning over Multivariate Medical Text- and Time-Series Data	Code	ICML 2026
LLM Benchmark	Health TS	HEARTS	HEARTS: Benchmarking LLM Reasoning on Health Time Series	Code	ICML 2026
Position	TimesNet		Position: Time-Series Foundation Models Require Explicit Domain-Level Benchmarks	None	ICML 2026
Foundation Benchmark	ZTF	StarEmbed	StarEmbed: Benchmarking Time Series Foundation Models on Astronomical Observations of Variable Stars	None	ICML 2026
Physiological	MIMIC PhysioNet		Self-Supervised Dynamical System Representations for Physiological Time-Series	None	ICML 2026
Dataset Condensat	TimesNet		One Batch Is Enough: A Unified Dataset Condensation Framework for General Time Series Analysis	None	ICML 2026
Foundation Multivariat	TimesNet	Zeus	Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis	None	ICML 2026
Dataset Multimodal	TelecomTS		TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis	None	ICML 2026
Multimodal Alignment	TimesNet		Time Series, Vision, and Language: Exploring the Limits of Alignment in Contrastive Representation Spaces	None	ICML 2026
Multivariat	TimesNet	L-Drive	L-Drive: Beyond a Single Mapping—Latent Context Drives Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	ConFlux	ConFlux: Multivariate Time Series in Flux, One Unified Forecast in Confluence	None	ICML 2026
Multivariat	TimesNet	PESD-TSF	PESD-TSF: A Period-Aware and Explicit Structured Decomposition Framework for Long-Term Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet		Parameter Decorrelation via Transition-Variance Alignment for Multivariate Time-series Forecasting	None	ICML 2026
Benchmark	TimesNet	TIME	It's TIME: Towards the Next Generation of Time Series Forecasting Benchmarks	None	ICML 2026
Robust Multivariat	TimesNet	DropoutTS	DropoutTS: Sample-Adaptive Dropout for Robust Time Series Forecasting	Code	ICML 2026
Multivariat	TimesNet		Time-series forecasting through the lens of dynamics	None	ICML 2026
Weather Benchmark	WEATHER-5K		Benchmarking Physics-Informed Time-Series Models for Operational Global Station Weather Forecasting	Code	ICML 2026
Efficient Multivariat	TimesNet	BPE	Byte Pair Encoding for Efficient Time Series Forecasting	None	ICML 2026
Backdoor Defense	TimesNet	TimeGuard	TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting	None	ICML 2026
Counterfac	TimesNet		What if Tomorrow is the World Cup Final? Counterfactual Time Series Forecasting with Textual Conditions	None	ICML 2026
Distillation	TimesNet		Beyond Point Predictions: Manifold Expansion and Dual Alignment for Robust Time Series Distillation	None	ICML 2026
Foundation Multivariat	TimesNet		Channel Adapter for Time Series Foundation Models in Zero-Shot Multivariate Forecasting	None	ICML 2026
Multivariat	TimesNet		Beyond Extrapolation: Knowledge Utilization Paradigm with Bidirectional Inspiration for Time Series Forecasting	None	ICML 2026
Source-Free Multivariat	TimesNet	TimePD	Invariant Representation Learning for Source-Free Time Series Forecasting with LLM-Centric Proxy Denoising	None	ICML 2026
Multivariat	TimesNet	FIPN	FIPN: Forward Self-Organizing Interpretable Polynomial Networks for Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	DMANet	Anti-Aliasing Matters: A Dynamic Network for Time Series Forecasting	None	ICML 2026
Non-stationary Multivariat	TimesNet	DSENet	DSENet: A Novel Dual-Stream Enhancement Network for Multi-Scale Non-Stationary Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	Crisp	Crisp: A Spectral-Based Interaction Strategy for Multivariate Time Series Forecasting	None	ICML 2026
Analysis	TimesNet		Beyond Model Ranking: Predictability-Aligned Evaluation for Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	KITE	KITE: Knowledge-Guided Probabilistic Modeling for Time Series Forecasting with Exogenous Variables	None	ICML 2026
LLM Multivariat	TimesNet	TsLLM	TsLLM: Augmenting LLMs for General Time Series Understanding and Prediction	None	ICML 2026
Multivariat	TimesNet	ReNF	ReNF: Rethinking the Principles of Neural Long-Term Time Series Forecasters	None	ICML 2026
Multivariat	TimesNet		Reviving Error Correction in Modern Deep Time-Series Forecasting	None	ICML 2026
Multivariat	TimesNet	MemCast	MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning	Code	ICML 2026
Adversarial Multivariat	TimesNet	TSFAdv	TSFAdv: Frequency-Guided Black-Box Adversarial Attacks on Time Series Forecasting	None	ICML 2026
Non-stationary Multivariat	TimesNet	Dynamic TMoE	Dynamic TMoE: A Drift-Aware Dynamic Mixture of Experts Framework for Non-Stationary Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	Fern	Ellipsoidal Time Series Forecasting	None	ICML 2026
Generative Multivariat	TimesNet	CoGenCast	CoGenCast: A Coupled Autoregressive–Flow Generative Framework for Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	StretchTime	StretchTime: Adaptive Time Series Forecasting via Symplectic Attention	None	ICML 2026
Robust Multivariat	TimesNet		Robust Inter-Series Dependency Modeling for Time Series Forecasting via Information-Theoretic Alignment	None	ICML 2026
Analysis	TimesNet	CombiTS	CombinationTS: A Modular Framework for Understanding Time-Series Forecasting Models	Code	ICML 2026
Foundation Multivariat	TimesNet		See More, Forecast Better and Faster: Enhancing Time Series Foundation Models via Inference-Time Plug-and-Play Downsampling	None	ICML 2026
Robust Multivariat	TimesNet	TameR	Taming the Recent-Data Bias: Towards Robust Time Series Forecasting with Global Context	None	ICML 2026
Multivariat	TimesNet	KineFlow	KineFlow: Kinematic Second-Order Flow Matching for Time-Series Forecasting	None	ICML 2026
Multivariat	TimesNet	LatentTSF	From Observations to States: Latent Time Series Forecasting	Code	ICML 2026
Foundation Multivariat	TimesNet	Baguan-TS	Baguan-TS: dual in-context learning model for time series forecasting with covariates	None	ICML 2026
Position	TimesNet		Position: Current Benchmarking Hinders Real Progress in Deep Learning for Time Series Forecasting	None	ICML 2026
LLM Multivariat	TimesNet	TimeMRA	TimeMRA: LLM-Empowered Time Series Forecasting via Multi-Scale Retrieval-Augmented Representations	None	ICML 2026
Multimodal Evaluation	TimesNet		Rethinking Multimodal Time-Series Forecasting Evaluation	None	ICML 2026
Irregular Multivariat	TimesNet	TFMixer	Bridging Time and Frequency: A Joint Modeling Framework for Irregular Multivariate Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	DAG	DAG: A Dual Correlation Network for Time Series Forecasting with Exogenous Variables	Code	ICML 2026
Robust Multivariat	TimesNet	SEER	SEER: Transformer-based Robust Time Series Forecasting via Automated Patch Enhancement and Replacement	None	ICML 2026
Multivariat	TimesNet	TimeSeed	TimeSeed: Effective Time Series Forecasting with Sparse Endogenous Variables	None	ICML 2026
Multivariat	TimesNet		Information Geometry Loss for Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	KUMA	KUMA: A Novel Framework with Koopman Separation and Efficient Multilevel Extraction in Time Series Forecasting	None	ICML 2026
Scaling Multivariat	TimesNet		Revealing Scaling Behavior in Large-scale Time Series Models: Implications for More Efficient and Accurate Forecasting	None	ICML 2026
Non-stationary Multivariat	TimesNet	PULSE	PULSE: Generative Phase Evolution for Non-Stationary Time Series Forecasting	None	ICML 2026
Diffusion Multivariat	TimesNet		Not All Frequencies Are Equal: Energy-Adaptive Diffusion for Time Series Forecasting	None	ICML 2026
Irregular Medical	MIMIC	MoRGEN	MoRGEN: Mixture-of-Resolutions Generative Forecasting for Irregularly Sampled Medical Time-Series Data	None	ICML 2026
Multivariat	TimesNet	MixLinear	MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with Parameters	Code	ICLR 2026
Multivariat	TimesNet	CoRA	CoRA: Boosting Time Series Foundation Models for Multivariate Forecasting through Correlation-aware Adapter	Code	ICLR 2026
Multivariat	TimesNet	PHAT	PHAT: Modeling Period Heterogeneity for Multivariate Time Series Forecasting	None	ICLR 2026
Multivariat	TimesNet	Numerion	Numerion: A Multi-Hypercomplex Model for Time Series Forecasting	None	ICLR 2026
Multivariat	TimesNet	COSA	COSA: Context-aware Output-Space Adapter for Test-Time Adaptation in Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	CPiRi	CPiRi: Channel Permutation-Invariant Relational Interaction for Multivariate Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	GTR	Enhancing Multivariate Time Series Forecasting with Global Temporal Retrieval	Code	ICLR 2026
Multivariat	TimesNet	TimeAli	Bridging Past and Future: Distribution-Aware Alignment for Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet		Are Global Dependencies Necessary? Scalable Time Series Forecasting via Local Cross-Variate Modeling	None	ICLR 2026
Multivariat	TimesNet	GCGNet	GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables	Code	ICLR 2026
Multivariat	TimesNet		Test-Time Efficient Pretrained Model Portfolios for Time Series Forecasting	None	ICLR 2026
Multivariat	TimesNet	MMPD	MMPD: Diverse Time Series Forecasting via Multi-Mode Patch Diffusion Loss	Code	ICLR 2026
Robust Multivariat	TimesNet		Local Geometry Attention for Time Series Forecasting under Realistic Corruptions	Code	ICLR 2026
Multivariat	TimesNet	FACT	FACT: Fine-grained Across-variable Convolution for Multivariate Time Series Forecasting	None	ICLR 2026
Multivariat	TimesNet		Unlocking the Value of Text: Event-Driven Reasoning and Multi-Level Alignment for Time Series Forecasting	Code	ICLR 2026
Foundation Multivariat		Aurora	Aurora: Towards Universal Generative Multimodal Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet		The Forecast After the Forecast: A Post-Processing Shift in Time Series	Code	ICLR 2026
Multivariat	TimesNet	ADAPT-Z	Online time series prediction using feature adjustment	Code	ICLR 2026
Robust Multivariat	ETT Weather EPA-Air	CTF	Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness	None	ICLR 2026
Multivariat	TimesNet	xCPD	Routing Channel-Patch Dependencies in Time Series Forecasting with Graph Spectral Decomposition	Code	ICLR 2026
Irregular Multivariat		ASTGI	ASTGI: Adaptive Spatio-Temporal Graph Interactions for Irregular Multivariate Time Series Forecasting	None	ICLR 2026
Multivariat	TimesNet	ProtoTS	ProtoTS: Learning Hierarchical Prototypes for Explainable Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	PhaseFormer	PhaseFormer: From Patches to Phases for Efficient and Effective Time Series Forecasting	Code	ICLR 2026
Irregular Multivariat		ReIMTS	Learning Recursive Multi-Scale Representations for Irregular Multivariate Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet		Characteristic Root Analysis and Regularization for Linear Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	SE-LLM	Semantic-Enhanced Time-Series Forecasting via Large Language Models	Code	ICLR 2026
Analysis	TimesNet	TimeRecipe	TimeRecipe: A Time-Series Forecasting Recipe via Benchmarking Module Level Effectiveness	Code	ICLR 2026
Multivariat	TimesNet	ShifTS	Tackling Time-Series Forecasting Generalization via Mitigating Concept Drift	Code	ICLR 2026
Multivariat	TimesNet	QDF	Quadratic Direct Forecast for Training Multi-Step Time-Series Forecast Models	None	ICLR 2026
Multivariat	TimesNet	DistDF	DistDF: Time-series Forecasting Needs Joint-distribution Wasserstein Alignment	None	ICLR 2026
Traffic	NGSIM HighD		Micro-Macro Coupled Koopman Modeling on Graph for Traffic Flow Prediction	None	ICLR 2026
Evolve Traffic	METR-LA PEMS	STBP	A General Spatio-Temporal Backbone with Scalable Contextual Pattern Bank for Urban Continual Forecasting	Code	ICLR 2026
Analysis	TimesNet		Beyond Accuracy: Are Time Series Foundation Models Well-Calibrated?	Code	ICLR 2026
Foundation Multivariat	TimesNet	UniCA	UniCA: Unified Covariate Adaptation for Time Series Foundation Model	Code	ICLR 2026
Multivariat	TimesNet	TimeOmni-1	TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models	Code	ICLR 2026
Foundation Multivariat	TimesNet		Rating Quality of Diverse Time Series Data by Meta-learning from LLM Judgment	Code	ICLR 2026
Foundation Multivariat	TimesNet		Adapt Data to Model: Adaptive Transformation Optimization for Domain-shared Time Series Foundation Models	Code	ICLR 2026
FL Foundation	TimesNet	FeDaL	FeDaL: Federated Dataset Learning for General Time Series Foundation Models	Code	ICLR 2026
Foundation Multivariat	TimesNet	SwiftTS	SwiftTS: A Swift Selection Framework for Time Series Pre-trained Models via Multi-task Meta-Learning	Code	ICLR 2026
Foundation Multivariat	TimesNet	SFF	Lost in the Non-convex Loss Landscape: How to Fine-tune the Large Time Series Model?	Code	ICLR 2026
Foundation Multivariat	TimesNet	GTM	GTM: A General Time-series Model for Enhanced Representation Learning of Time-Series data	Code	ICLR 2026
Multivariat	TimesNet		Multi-Scale Hypergraph Meets LLMs: Aligning Large Language Models for Time Series Analysis	None	ICLR 2026
Multivariat	TimesNet	AutoDA	AutoDA-Timeseries: Automated Data Augmentation for Time Series	Code	ICLR 2026
Foundation Multivariat			Toward Green Computing: General Carbon Intensity Forecasting via Dual Graph Empowered Time Series Foundation Model	None	WWW 2026
Multivariat	TimesNet		Cross-city Time Series Forecasting with Retrieval-Augmented Large Language Models	None	WWW 2026
Multivariat	TimesNet		Automated Model Selection for Multivariate Time Series Forecasting	None	WWW 2026
Multivariat	TimesNet	GFMixer	GFMixer: Decoupled Temporal Gradient and Fourier-Aware Attention for Time Series Forecasting	None	WWW 2026
Multivariat	TimesNet	CRAFT	Efficient High-Dimensional Time Series Forecasting with Transformers: A Channel Reordering Perspective	None	WWW 2026
Multivariat	TimesNet	DynaME	Dynamic Multi-period Experts for Online Time Series Forecasting	Code	WWW 2026
Multivariat	TimesNet	Re-Diffusion	Re-Diffusion: Modeling Latent Residuals with Diffusion for Time-Series Forecasting	None	WWW 2026
FL Multivariat	TimesNet	FedRMamba	FedRMamba: Federated Residual Mamba for Multivariate Time-Series Forecasting	None	WWW 2026
Multivariat			Delay-Aware Graph Neural Stochastic Differential Equations for Financial Time Series Modeling and Forecasting	None	WWW 2026
Multivariat			Energy-Efficient Training-Free Zero-Inflation Correction for Rainfall Forecasting with Time-Series Foundation Models	None	WWW 2026
Multivariat	TimesNet		Modeling Point-to-Point Dependency for High-Dimensional Long-Term Series Forecasting	None	WWW 2026
Multivariat	TimesNet		Lifting Manifolds to Mitigate Pseudo-Alignment in LLM4TS	None	WWW 2026
Foundation Multivariat	TimesNet	QuiZSF	QuiZSF: A Retrieval-Augmented Framework for Zero-Shot Time Series Forecasting	None	WWW 2026
Multivariat	TimesNet	SEMixer	SEMixer: Semantics Enhanced MLP-Mixer for Multiscale Mixing and Long-term Time Series Forecasting	Code	WWW 2026
Multivariat		Time-TK	Time-TK: A Multi-Offset Temporal Interaction Framework Combining Transformer and Kolmogorov-Arnold Networks for Time Series Forecasting	None	WWW 2026
Multivariat	TimesNet		Enhancing Large Language Models for Time-Series Forecasting via Vector-Injected In-Context Learning	None	WWW 2026
Multivariat	TimesNet	EEO-TFV	EEO-TFV: Escape-Explore Optimizer for Web-Scale Time-Series Forecasting and Vision Analysis	None	WWW 2026
Multivariat	TimesNet		Back to the Future: Look-ahead Augmentation and Parallel Self-Refinement for Time Series Forecasting	None	WWW 2026
Traffic	NYC PeMS	PLM-CUP	Exploiting Pre-trained Language Model for Cross-city Urban Flow Prediction Guided by Information-theoretic Analysis	Code	AAAI 2026
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	MetaDG	Meta Dynamic Graph for Traffic Flow Prediction	Code	AAAI 2026
FL Traffic	HZMetro SHMetro NYC-Bike NYC-Taxi	FedSTGD	Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-temporal Graph Learning Method for Traffic Flow Forecasting	None	AAAI 2026
FL Traffic	PEMS03 PEMS04 PEMS07 PEMS08	FedHINT	Inter-Client Dependency Recovery with Hidden Global Components for Federated Traffic Prediction	Code	AAAI 2026
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	HyperD	HyperD: Hybrid Periodicity Decoupling Framework for Traffic Forecasting	Code	AAAI 2026
Traffic	PEMS07 PEMS08 PEMS-BAY METR-LA Melbourne	GenCast	Generalising Traffic Forecasting to Regions Without Traffic Observations	Code	AAAI 2026
Traffic Kriging	PEMS03 PEMS04 PEMS-BAY AIR36 USHCN	DarkFarseer	DarkFarseer: Robust Spatio-Temporal Kriging Under Graph Sparsity and Noise	Code	AAAI 2026
ST Estimation	JNTaxi JHSales BJAir METR-LA PEMS08	WaveDiST	WaveDiST: A Wavelet Diffusion Transformer for Spatio-Temporal Estimation on Unobserved Locations	Code	AAAI 2026
FL Traffic	METR-LA PEMS04 PEMS07 PEMS08 PEMS-BAY	SC-FSGL	Causality-inspired Federated Learning for Dynamic Spatio-Temporal Graphs	None	AAAI 2026
Multivariat	TimesNet	ReCast	ReCast: Reliability-aware Codebook-assisted Lightweight Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	TimeCAP	TimeCAP: A Channel-Aware Pre-Training Framework for Multivariate Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet	CometNet	CometNet: Contextual Motif-guided Long-term Time Series Forecasting	None	AAAI 2026
Multivariat	ETT Weather ECL Traffic PEMS	IdealTSF	IdealTSF: Can Non-Ideal Data Contribute to Enhancing the Performance of Time Series Forecasting Models?	None	AAAI 2026
Irregular Multivariat		APN	Revitalizing Canonical Pre-Alignment for Irregular Multivariate Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet		Goal-Oriented Time-Series Forecasting: Foundation Framework Design	None	AAAI 2026
Multivariat	TimesNet	MDMLP-EIA	MDMLP-EIA: Multi-domain Dynamic MLPs with Energy Invariant Attention for Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	Sonnet	Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasting	Code	AAAI 2026
FL Multivariat		FedSkeleton	FedSkeleton: Secure Multi-Party Graph Skeleton Construction for Privacy-Preserving Federated Time-Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	T3Time	T3Time: Tri-Modal Time Series Forecasting via Adaptive Multi-Head Alignment and Residual Fusion	Code	AAAI 2026
Multivariat	TimesNet	FreDN	FreDN: Spectral Disentanglement for Time Series Forecasting via Learnable Frequency Decomposition	None	AAAI 2026
Multivariat	TimesNet	OccamVTS	OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting	None	AAAI 2026
Multivariat	ETT ECL Traffic Weather	DTAF	Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing	Code	AAAI 2026
Multivariat	TimesNet	TimeMosaic	TimeMosaic: Temporal Heterogeneity Guided Time Series Forecasting via Adaptive Granularity Patch and Segment-wise Decoding	None	AAAI 2026
Multivariat	TimesNet	XLinear	XLinear: A Lightweight and Accurate MLP-Based Model for Long-Term Time Series Forecasting with Exogenous Inputs	None	AAAI 2026
Attack Multivariat	TimesNet	TDBA	Beyond Immediate Activation: Temporally Decoupled Backdoor Attacks on Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet	DeepBooTS	DeepBooTS: Dual-Stream Residual Boosting for Drift-Resilient Time-Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	EMAformer	EMAformer: Enhancing Transformer Through Embedding Armor for Time Series Forecasting	Code	AAAI 2026
FL Multivariat			Optimal Look-back Horizon for Time Series Forecasting in Federated Learning	None	AAAI 2026
Multivariat	TimesNet	M2FMoE	M2FMoE: Multi-Resolution Multi-View Frequency Mixture-of-Experts for Extreme-Adaptive Time Series Forecasting	None	AAAI 2026
Irregular Multivariat			Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline	Code	AAAI 2026
Multivariat	TimesNet	HN-MVTS	HN-MVTS: HyperNetwork-based Multivariate Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	APT	APT: Affine Prototype-Timestamp for Time Series Forecasting Under Distribution Shift	None	AAAI 2026
Multivariat	TimesNet	FreqCycle	FreqCycle: A Multi-Scale Time-Frequency Analysis Method for Time Series Forecasting	Code	AAAI 2026
Foundation Multivariat	TimesNet	ORTCL	ORTCL: Towards Continual Learning of Time Series Foundation Models on Streaming Data via Orthogonal Rotation	None	AAAI 2026
Multivariat	TimesNet	GraFT	GraFT: Infusing Pre-trained Transformers with Relational Structure for Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	STrans	STrans: Spontaneous Architecture Evolution for Adaptive Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	FeTS	FeTS: A Feature-Aware Framework for Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet		Sparse-Scale Transformer with Bidirectional Awareness for Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	M3Time	M3Time: LLM-Enhanced Multi-Modal, Multi-Scale, and Multi-Frequency Multivariate Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	TimePMG	TimePMG: LLM-Based Time Series Forecasting with Period-Aware Multi-Scale Decomposition and Group-Wise Alignment	None	AAAI 2026
Multivariat	TimesNet	ProCAST	ProCAST: A Projection Framework for Coupled Aggregation Constrained Multivariate Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet		Unifying Channel Independence and Mixing: Multi-Scale Patch Recursion for Global-local Representation Synergy in Multivariate Time Series Forecasting	None	AAAI 2026
Multivariat	ETT Electricity Traffic CA		Harmonic Dataset Distillation for Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	SEMPO	SEMPO: Lightweight Foundation Models for Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	TARFVAE	TARFVAE: Efficient One-Step Generative Time Series Forecasting via TARFLOW based VAE	Code	NIPS 2025
Multivariat	TimesNet	MAFS	Many Minds, One Goal: Time Series Forecasting via Sub-task Specialization and Inter-agent Cooperation	Code	NIPS 2025
Multivariat	TimesNet	TimeXL	TimeXL: Explainable Multi-modal Time Series Prediction with LLM-in-the-Loop	None	NIPS 2025
Multivariat	TimesNet	DMMV	Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	xLSTM-Mixer	xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories	Code	NIPS 2025
Multivariat	TimesNet	TFPS	Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift	Code	NIPS 2025
Multivariat	TimesNet	SymTime	Synthetic Series-Symbol Data Generation for Time Series Foundation Models	Code	NIPS 2025
Multivariat	TimesNet	OLinear	OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain	Code	NIPS 2025
Multivariat	TimesNet	TimeEmb	TimeEmb: A Lightweight Static-Dynamic Disentanglement Framework for Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	Time-o1	Time-o1: Time-Series Forecasting Needs Transformed Label Alignment	Code	NIPS 2025
Multivariat	TimesNet	TimePerceiver	TimePerceiver: An Encoder-Decoder Framework for Generalized Time-Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	MSFT	Multi-Scale Finetuning for Encoder-based Time Series Foundation Models	Code	NIPS 2025
Multivariat	TimesNet	DBLoss	DBLoss: Decomposition-based Loss Function for Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	SRSNet	Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective	Code	NIPS 2025
Multivariat	TimesNet	IF	Towards Accurate Time Series Forecasting via Implicit Decoding	Code	NIPS 2025
Multivariat Zero Shot	TimesNet	TS-RAG	TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster	Code	NIPS 2025
Multivariat Traffic	TimesNet PEMS03 PEMS04 PEMS07 PEMS08	PIR	Improving Time Series Forecasting via Instance-aware Post-hoc Revision	Code	NIPS 2025
Multivariat Traffic	Wind Temp PM25	STELLA	On the Integration of Spatial-Temporal Knowledge: A Lightweight Approach to Atmospheric Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	AliO	AliO: Output Alignment Matters in Long-Term Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	TOTO	This Time is Different: An Observability Perspective on Time Series Foundation Models	Code	NIPS 2025
Multivariat	TimesNet	MoFo	MoFo: Empowering Long-term Time Series Forecasting with Periodic Pattern Modeling	Code	NIPS 2025
Multivariat	TimesNet		Less is More: Unlocking Specialization of Time Series Foundation Models via Structured Pruning	Code	NIPS 2025
Multivariat	TimesNet	PIH	Enhancing the Maximum Effective Window for Long-Term Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	SCAM	Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting	Code	NIPS 2025
ST SSL	PEMS03 PEMS04 PEMS07 PEMS07(M) METR-LA PEMS-BAY	ST-SSDL	How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning	Code	NIPS 2025
Multivariat	TimesNet	DecompNet	DecompNet: Enhancing Time Series Forecasting Models with Implicit Decomposition	Code	NIPS 2025
Multivariat	TimesNet other	S2TS-LLM	Bridging Time and Linguistics: LLMs as Time Series Analyzer through Symbolization and Segmentation	Code	NIPS 2025
Multivariat	TimesNet	MSFT	Multi-Scale Finetuning for Encoder-based Time Series Foundation Models	Code	NIPS 2025
Multivariat	TimesNet	AMRC	Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency	Code	NIPS 2025
Multivariat	TimesNet	SL	Selective Learning for Deep Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	LightGTS	LightGTS: A Lightweight General Time Series Forecasting Model	Code	ICML 2025
Multivariat	TimesNet	LETS	LETS Forecast: Learning Embedology for Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	TimeBase	TimeBase: The Power of Minimalism in Efficient Long-term Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	RAFT	Retrieval Augmented Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	CN	Channel Normalization for Time Series Channel Identification	Code	ICML 2025
Multivariat	TimesNet	TimeBridge	TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	TimeStacker	TimeStacker: A Novel Framework with Multilevel Observation for Capturing Nonstationary Patterns in Time Series Forecasting	None	ICML 2025
Multivariat	TimesNet	WaveToken	Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization	Code	ICML 2025
Multivariat	TimesNet	Moirai-MoE	Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts	Code	ICML 2025
Multivariat	TimesNet		In-Context Fine-Tuning for Time-Series Foundation Models	None	ICML 2025
Multivariat	TimesNet	SKOLR	SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting	Code	ICML 2025
Multivariat	ECL Nottingham	FSTLLM	FSTLLM: Spatio-Temporal LLM for Few Shot Time Series Forecasting	Code	ICML 2025
Traffic	NYC CHI SIP SD	SynEVO	SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation	Code	ICML 2025
Traffic ST	ETT ECL	RSTIB	Information Bottleneck-guided MLPs for Robust Spatial-temporal Forecasting	Code	ICML 2025
Multivariat	ETT Weather ECL Exchange	PatchLoss	Patch-wise Structural Loss for Time Series Forecasting	None	ICML 2025
Foundation Multivariat	Monash UEA UCR	ROSE	Towards a General Time Series Forecasting Model with Unified Representation and Adaptive Transfer	None	ICML 2025
Multivariat	ETT ECL Exchange	MoF	Slimming the Fat-Tail: MoF for Adaptive Time Series Modeling	None	ICML 2025
Multivariat	TimesNet	CMoS	CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations	Code	ICML 2025
Analysis	Synthetic ECG5000		Exploring Representations and Interventions in Time Series Foundation Models	Code	ICML 2025
Multivariat	TimesNet	CFPT	CFPT: Empowering Time Series Forecasting through Cross-Frequency Interaction and Periodic-Aware Timestamp Modeling	Code	ICML 2025
Multivariat	TimesNet	TimePro	TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state	Code	ICML 2025
Traffic	ETT Traffic ECL Weather Solar PEMS	TimeFilter	TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	Time-VLM	Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	LangTime	LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization	None	ICML 2025
Irregular Multivariat	MuJoCo MIMIC USHCN	ShiftingTime	Shifting time: Time-series forecasting with Khatri-Rao neural operators	Code	ICML 2025
Foundation Multivariat	TimesNet		Lightweight Online Adaption for Time Series Foundation Model Forecasts	None	ICML 2025
Multivariat	TimesNet	CNDiff	Conditional Diffusion Model with Nonlinear Data Transformation for Time Series Forecasting	Code	ICML 2025
Analysis	ECL ETT		A Closer Look at Transformers for Time Series Forecasting: Understanding Why They Work and Where They Struggle	Code	ICML 2025
Multivariat	TimesNet	TQNet	Temporal Query Network for Efficient Multivariate Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	WAVE	WAVE: Weighted Autoregressive Varing Gate for Time Series Forecasting	Code	ICML 2025
Foundation Multivariat		Sundial	Sundial: A Family of Highly Capable Time Series Foundation Models	Code	ICML 2025
Foundation Zero Shot	GIFT-EVAL	VisionTS	VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters	Code	ICML 2025
Multivariat	TimesNet	TimeFuse	Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting	Code	ICML 2025
Irregular Multivariat	PhysioNet MIMIC-III HAR USHCN	Hi-Patch	Hi-Patch: Hierarchical Patch GNN for Irregular Multivariate Time Series	Code	ICML 2025
Irregular Multivariat	MIMIC-III MIMIC-IV PhysioNet HAR USHCN	HyperIMTS	HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting	None	ICML 2025
Irregular Multivariat		VIMTS	IMTS is Worth Time × Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction	Code	ICML 2025
Evolve Traffic	Air-Str PEMS-Str Energy-Str	EAC	Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting	Code	ICLR 2025
Multivariat	TimesNet	TimeMixer++	TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis	Code	ICLR 2025
Multivariat	TimesNet	Time-MoE	Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts	Code	ICLR 2025
Multivariat	TimesNet	TVNet	TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation	Code	ICLR 2025
Multivariat	TimesNet	TimeKAN	TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting	Code	ICLR 2025
Multivariat	TimesNet	ICTSP	In-context Time Series Predictor	Code	ICLR 2025
Multivariat	TimesNet	FSCA	Context-Alignment: Activating and Enhancing LLMs Capabilities in Time Series](https://openreview.net/forum?id=syC2764fPc)	Code	ICLR 2025
Multivariat	TimesNet	SimpleTM	SimpleTM: A Simple Baseline for Multivariate Time Series Forecasting](https://openreview.net/forum?id=oANkBaVci5)	Code	ICLR 2025
Multivariat	TimesNet		Towards Neural Scaling Laws for Time Series Foundation Models](https://openreview.net/forum?id=uCqxDfLYrB)	Code	ICLR 2025
Multivariat	TimesNet	Timer-XL	Timer-XL: Long-Context Transformers for Unified Time Series Forecasting	Code	ICLR 2025
Multivariat	TimesNet	LCESN	Locally Connected Echo State Networks for Time Series Forecasting	Code	ICLR 2025
Traffic	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA PEMS-BAY ...	AutoSTF	AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting	Code	KDD 2025
Traffic	LargeST	PatchSTG	Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective	Code	KDD 2025
Traffic	CHITaxi CHIBike WSHBike NYBike	ProST	ProST: Prompt Future Snapshot on Dynamic Graphs for Spatio-Temporal Prediction	None	KDD 2025
Traffic unseen	NYCTaxi NYCBike BJTaxi	STEVE	Seeing the Unseen: Learning Basis Confounder Representations for Robust Traffic Prediction	Code	KDD 2025
Multivariat	TimesNet	DUET	DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	TSFM-Bench	TSFM-Bench: A Comprehensive and Unified Benchmark of Foundation Models for Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	QuantumTime	Quantum Time-index Models with Reservoir for Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	ST-MTM	ST-MTM: Masked Time Series Modeling with Seasonal-Trend Decomposition for Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	CMA	CMA: A Unified Contextual Meta-Adaptation Methodology for Time-Series Denoising and Prediction	Code	KDD 2025
Multivariat	TimesNet	CrossLinear	CrossLinear: Plug-and-Play Cross-Correlation Embedding for Time Series Forecasting with Exogenous Variables	Code	KDD 2025
Multivariat	TimesNet	BLAST	BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models	Code	KDD 2025
Multivariat	TimesNet	TimeCapsule	TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations	Code	KDD 2025
Multivariat	TimesNet	MoA	Semantics-Aware Patch Encoding and Hierarchical Dependency Modeling for Long-Term Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	SDE	SDE: A Simplified and Disentangled Dependency Encoding Framework for State Space Models in Time Series Forecasting	Code	KDD 2025
Traffic	BIKE PEMS03 BJ500 METR-LA	STH-SepNet	Decoupling Spatio-Temporal Prediction: When Lightweight Large Models Meet Adaptive Hypergraphs	Code	KDD 2025
Evolve Traffic	Electricity PeMS Weather	STEV	Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning	None	KDD 2025
Traffic	PEMS04 PEMS08 METR-LA	STDN	Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting	Code	AAAI 2025
Metro Traffic	PEMS Urban Rail	ReDyNet	Responsive Dynamic Graph Disentanglement for Metro Flow Forecasting	None	AAAI 2025
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	STSGNN	Designing Specialized Two-Dimensional Graph Spectral Filters for Spatial-Temporal Graph Modeling	None	AAAI 2025
Foundation Traffic	PEMS03 PEMS04 METR-LA	STD-PLM	STD-PLM: Understanding Both Spatial and Temporal Properties of SpatialTemporal Data with PLM	None	AAAI 2025
Inductive Traffic	PEMS03 PEMS04 METR-LA	ST-FiT	ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data	None	AAAI 2025
Traffic Distillation	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA	LightST	Efficient Traffic Prediction through Spatio-Temporal Distillation	Code	AAAI 2025
FL Traffic	PEMS03 PEMS04 PEMS07 PEMS08	FUELS	Personalized Federated Learning for SpatioTemporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach	None	AAAI 2025
ST SSL Traffic	PEMS03 PEMS04 PEMS07 PEMS08	SSL-STMFormer	SSL-STMFormer: Self-Supervised Learning SpatioTemporal Entanglement Transformer for Traffic Flow Prediction	None	AAAI 2025
Fairness Traffic	PEMS04 PEMS08 METR-LA	FairTP	FairTP: A Prolonged Fairness Framework for Traffic Prediction	None	AAAI 2025
SSL Pretrain Traffic	PEMS03 PEMS04 PEMS07 PEMS08	ST-ReP	ST-ReP: Learning Predictive Representations Efficiently for SpatialTemporal Forecasting	None	AAAI 2025
Long-term Traffic	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA	DST-Mamba	Decomposed Spatio-Temporal Mamba for Long-Term Traffic Prediction	Code	AAAI 2025
CrossCity Traffic	PEMS03 PEMS04 PEMS08	TSJT	Drawing Informative Gradients from Sources: A One-stage Transfer Learning Framework for Cross-city Spatiotemporal Forecasting	None	AAAI 2025
Multivariat	ETT Weather ECL Traffic Exchange ILI Solar	HCAN	Hierarchical Classification Auxiliary Network for Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	TimeCMA	TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment	Code	AAAI 2025
Multivariat	ETT Weather Solar ECL Traffic	AMD	Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	Times2D	Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	VarDrop	VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	PatchMLP	Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting	None	AAAI 2025
Multivariat	TimesNet	Amplifier	Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	P-sLSTM	Unlocking the Power of LSTM for Long Term Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	Apollo-Forecast	Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting	None	AAAI 2025
Multivariat	TimesNet	TAFAS	Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation	Code	AAAI 2025
Multivariat	ETT Weather ECL Traffic Solar Stock Exchange	ARMD	Auto-Regressive Moving Diffusion Models for Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	xPatch	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition	Code	AAAI 2025
Multivariat	ETT ECL Exchange Traffic Weather	Affirm	Affirm: Interactive Mamba with Adaptive Fourier Filters for Long-term Time Series Forecasting	None	AAAI 2025
Multivariat	ETT Weather ECL	LSINet	A Lightweight Sparse Interaction Network for Time Series Forecasting	None	AAAI 2025
Multivariat	Solar ECL Traffic Taxi Wikipedia	HDT	HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	HyperMixer	HyperMixer: Specializable Hypergraph Channel Mixing for Long-term Multivariate Time Series Forecasting	None	AAAI 2025
Multivariat	TimesNet	FilterTS	FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	WaveletMixer	WaveletMixer: A Multi-resolution Wavelets Based MLP-Mixer For Multivariate Long-term Time Series Forecasting	None	AAAI 2025
Multivariat	ETT Weather ECL	TimePFN	TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data	Code	AAAI 2025
Multivariat	ETT ECL Exchange ILI Solar Traffic Weather	WPMixer	WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	FSatten	Revisiting Attention for Multivariate Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	SeqComplementor	Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences	None	AAAI 2025
Multivariat	TimesNet	CALF	CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning	Code	AAAI 2025
Multivariat	ETT Weather ECL Solar	CSformer	CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting	None	AAAI 2025
Multivariat	ECL Exchange ETTh2 ETTm1	LSTD	Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting	Code	AAAI 2025
Analysis	M3 M4 Tourism		Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine	None	AAAI 2025
SSL Repr	SleepEEG UCR	FMI	Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning	Code	AAAI 2025
SSL Pretrain	ETT Exchange PEMS	DropPatch	Enhancing Masked Time-Series Modeling via Dropping Patches	None	AAAI 2025
Multivariat	TimesNet	SoP	Non-collective Calibrating Strategy for Time Series Forecasting	Code	IJCAI 2025
Multivariat	TimesNet	VisMoE	Seeing Sequences like Humans: Pattern Classification Driven Time-Series Forecasting via Vision Language Models	Code	CIKM 2025
Multivariat	TimesNet	BIM3	Bidirectional Temporal-Aware Modeling with Multi-Scale Mixture-of-Experts for Multivariate Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	BALM-TS	BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	AdaPatch	AdaPatch: Adaptive Patch-Level Modeling for Non-Stationary Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	WDformer	WDformer: A Wavelet-based Differential Transformer Model for Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	HRCformer	HRCformer: Hierarchical Recursive Convolution-Transformer with Multi-Scale Adaptive Recalibration for Time Series Forecasting	None	CIKM 2025
Multivariat	METR-LA PEMS-BAY China-AQI Electricity Solar Temperature	ST-Hyper	ST-Hyper: Learning High-Order Dependencies Across Multiple Spatial-Temporal Scales for Multivariate Time Series Forecasting	None	CIKM 2025
Multivariat	TimesNet	EAPformer	Bidirectional Temporal-Aware Modeling with Multi-Scale Mixture-of-Experts for Multivariate Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	MillGNN	MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting	None	CIKM 2025
Multivariat	TimesNet	MSOFormer	MSOFormer: Multi-scale Transformer with Orthogonal Embedding and Frequency Modeling for Multivariate Time Series Forecasting	None	CIKM 2025
Zero Shot	Parking TimesNet	DANet	DANet: A RAG-inspired Dual Attention Model for Few-shot Time Series Prediction	None	CIKM 2025
Multivariat	TimesNet		Structural Entropy-based Multivariate Time Series Forecasting	None	CIKM 2025
Traffic	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA PEMS-BAY	TopKNet	TopKNet:Learning to Perceive the Top-K Pivotal Nodes in Spatio-Temporal Data for Traffic Forecasting	Code	CIKM 2025
Traffic	NYCTaxi CityBike METR-LA PEMS-BAY	ST-LINK	ST-LINK: Spatially-Aware Large Language Models for Spatio-Temporal Forecasting	Code	CIKM 2025
Traffic Random Missing	PEMS04 PEMS08	STMMoE	Spatio-Temporal Forecasting under Open-World Missingness with Adaptive Mixture-of-Experts	Code	CIKM 2025
Traffic Node Missing	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA PEMS-BAY ...	STA-GANN	STA-GANN: A Valid and Generalizable Spatio-Temporal Kriging Approach	Code	CIKM 2025
Finance	Crypto Forex Future Stock Econ Others	FinCast	FinCast: A Foundation Model for Financial Time-Series Forecasting	Code	CIKM 2025
Wind Power	China Texas		Multivariate Wind Power Time Series Forecasting with Noise-Filtering Neural ODEs	None	CIKM 2025
Traffic	PEMS04 PEMS07 PEMS08 CHIBike	DSformer	Extracting Global Temporal Patterns Within Short Look-Back Windows for Traffic Forecasting	Code	CIKM 2025
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	DoP	Decoder-only Pre-training Enhancement for Spatio-temporal Traffic Forecasting	Code	CIKM 2025
Traffic	PEMS07(M) PEMS07 PEMS08 NYCTaxi NYCBike	SSMOE	Mixture of Semantic and Spatial Experts for Explainable Traffic Prediction	None	CIKM 2025
Traffic	PEMS04 PEMS07 PEMS08	MultiGran	Forecasting at Full Spectrum: Holistic Multi-Granular Traffic Modeling under High-Throughput Inference Regimes	None	CIKM 2025
Traffic	I-80 US-101 Complex- highway	TPN	Balance and Brighten: A Twin-Propeller Network to Release Potential of Physics Laws for Traffic State Estimation	Code	CIKM 2025
Traffic	PEMS04 PEMS07 PEMS08 Jinan	FEDDGCN	FEDDGCN: A Frequency-Enhanced Decoupling Dynamic Graph Convolutional Network for Traffic Flow Prediction	None	CIKM 2025
Multivariat	TimesNet	SSCNN	Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet		Are Language Models Actually Useful for Time Series Forecasting?	Code	NIPS 2024
Multivariat	TimesNet	PGN	PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	CATS	Are Self-Attentions Effective for Time Series Forecasting?	Code	NIPS 2024
Multivariat	TimesNet	Attraos	Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective	Code	NIPS 2024
Multivariat	TimesNet	Time-FFM	Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	Chimera	Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models	Code	NIPS 2024
Multivariat	TimesNet	TimeXer	TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables	Code	NIPS 2024
Multivariat	TimesNet	MiTSformer	Addressing Spatial-Temporal Heterogeneity: General Mixed Time Series Analysis via Latent Continuity Recovery and Alignment	Code	NIPS 2024
Multivariat	TimesNet	TTMs	Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series	Code	NIPS 2024
Multivariat	TimesNet	Sumba	Structured Matrix Basis for Multivariate Time Series Forecasting with Interpretable Dynamics	Code	NIPS 2024
Multivariat	TimesNet	Peri-midF	Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis	Code	NIPS 2024
Multivariat	TimesNet	Ada-MSHyper	Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting	Code	NIPS 2024
Multivariat	...	LPTM	Large Pre-trained time series models for cross-domain Time series analysis tasks	Code	NIPS 2024
Multivariat	TimesNet	CCM	From Similarity to Superiority: Channel Clustering for Time Series Forecasting	Code	NIPS 2024
Add News	Electricity Exchange Traffic Bitcoin		From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection	Code	NIPS 2024
Multivariat	ImageBind IMU2CLIP IMUGPT HARGPT LLaVA	UniMTS	UniMTS: Unified Pre-training for Motion Time Series	Code	NIPS 2024
Attack	PEMS03 PEMS04 PEMS08 Weather ETTm1	BackTime	BackTime: Backdoor Attacks on Multivariate Time Series Forecasting	Code	NIPS 2024
Less data	Electricity Solar Traffic PEMS-BAY METR-LA	ChronoEpilogi	ChronoEpilogi: Scalable Time Series Selection with Multiple Solutions	Code	NIPS 2024
Multivariat	TimesNet	FAN	Frequency Adaptive Normalization For Non-stationary Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	GLAFF	Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective	Code	NIPS 2024
Multivariat	TimesNet	FilterNet	FilterNet: Harnessing Frequency Filters for Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	CycleNet	CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns	Code	NIPS 2024
Multivariat	TimesNet	RATD	Retrieval-Augmented Diffusion Models for Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	DDN	DDN: Dual-domain Dynamic Normalization for Non-stationary Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	FBM	Rethinking Fourier Transform from A Basis Functions Perspective for Long-term Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	BSA	Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	DeformableTST	DeformableTST: Transformer for Time Series Forecasting without Over-reliance on Patching	Code	NIPS 2024
Multivariat	TimesNet	SOFTS	SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion	Code	NIPS 2024
Multivariat	TimesNet		Scaling Law for Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	AutoTimes	AutoTimes: Autoregressive Time Series Forecasters via Large Language Models	Code	NIPS 2024
Multi Task	TimesNet	UniTS	UniTS: A Unified Multi-Task Time Series Model	Code	NIPS 2024
Foundation TS	...	MOMENT	MOMENT: A Family of Open Time-series Foundation Models	Code	ICML 2024
Multivariat	TimesNet	OSL	An Analysis of Linear Time Series Forecasting Models	Code	ICML 2024
Six	TimesNet	UP2ME	UP2ME: Univariate Pre-training to Multivariate Fine-tuning as a General-purpose Framework for Multivariate Time Series Analysis	Code	ICML 2024
Multivariat	TimesNet	SparseTSF	SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters	Code	ICML 2024
Multivariat	Electricity PEMSD7M BikeNYC TimesNet	SCNN	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting	Code	TKDE 2024
Multivariat	TimesNet	iTransformer	iTransformer: Inverted Transformers Are Effective for Time Series Forecasting	Code	ICLR 2024
Multivariat	NorPool Caiso Traffic Electricity Weather Exchange ETT Wind	mr-Diff	Multi-Resolution Diffusion Models for Time Series Forecasting	None	ICLR 2024
Multivariat	ETT Electricity Weather Traffic Exchange ILI	ModernTCN	ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis	Code	ICLR 2024
Multivariat	TimesNet	Time-LLM	Time-LLM: Time Series Forecasting by Reprogramming Large Language Models	Code	ICLR 2024
Multivariat	TimesNet	TEMPO	TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting	Code	ICLR 2024
Multivariat	TimesNet	CARD	CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting	Code	ICLR 2024
Multivariat	TimesNet	ARM	ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning	None	ICLR 2024
Multivariat	TimesNet	DAM	DAM: Towards a Foundation Model for Forecasting	None	ICLR 2024
Multivariat	TimesNet PEMS3478	TimeMixer	TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting	Code	ICLR 2024
Multivariat	TimesNet	PDF	Periodicity Decoupling Framework for Long-term Series Forecasting	Code	ICLR 2024
Multivariat Missing Value	METR-LA Electricity PEMS ETT BeijingAir	BiTGraph	Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values	Code	ICLR 2024
Multivariat	TimesNet PEMS08	LIFT	Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators	Code	ICLR 2024
Multivariat	ETT Weather ILI Traffic	STanHop	STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction	Code	ICLR 2024
Multivariat	ETT Weather Electricity Traffic ILI CloudCluster	Pathformer	Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting	Code	ICLR 2024
Multivariat	TimesNet	pits	Learning to Embed Time Series Patches Independently	Code	ICLR 2024
Multivariat	ETT Weather Electricity Traffic	FITS	FITS: Modeling Time Series with 10k Parameters	Code	ICLR 2024
Multivariat	ETT Electricity Weather Lora	AutoTCL	Parametric Augmentation for Time Series Contrastive Learnin	Code	ICLR 2024
Multivariat	ETT Exchange ILI	GLIP	Interpretable Sparse System Identification: Beyond Recent Deep Learning Techniques on Time-Series Prediction	Code	ICLR 2024
Multivariat	TimesNet	Fredformer	Fredformer: Frequency Debiased Transformer for Time Series Forecasting	Code	KDD 2024
Multivariat	TimesNet	GPHT	Generative Pretrained Hierarchical Transformer for Time Series Forecasting	Code	KDD 2024
Multivariat	TimesNet	FRNet	FRNet: Frequency-based Rotation Network for Long-term Time Series Forecasting	Code	KDD 2024
Missing MTS	METR-LA PEMS-BAY PEMS04 PEMS08 China AQI	GinAR	GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing	Code	KDD 2024
Multivariat	METR-LA PEMS-BAY PEMS04 PEMS07 PEMS08	HimNet	Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting	Code	KDD 2024
Multivariat	TimesNet	CDS	Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift	Code	KDD 2024
Foundation Traffic	TaxiBJ Crawd BikeNYC Cellular TDrive TrafficSH	UniST	UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction	Code	KDD 2024
Early Traffic	METR-LA EMS NYPD	STEMO	STEMO: Early Spatio-temporal Forecasting with Multi-Objective Reinforcement Learning	Code	KDD 2024
New nodes Traffic	Large-ST	STONE	STONE: A Spatio-temporal OOD Learning Framework Kills Both Spatial and Temporal Shifts	Code	KDD 2024
Irregular Traffic	Zhuzhou Baoding	Aseer	Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Networks	Code	KDD 2024
Multivariat	Stock Exchange Weather	CONTIME	Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization	Code	KDD 2024
Multivariat	PEMS07 Large-ST	GWT	Pre-Training Identification of Graph Winning Tickets in Adaptive Spatial-Temporal Graph Neural Networks	Code	KDD 2024
Large Scale	Large-ST	RPMixer	RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data	Code	KDD 2024
Demand Supply Prediction	Shanghai Zhengzhou	MulSTE	MulSTE: A Multi-view Spatio-temporal Learning Framework with Heterogeneous Event Fusion for Demand-supply Prediction	Code	KDD 2024
Multivariat	108s	AutoXPCR	AutoXPCR: Automated Multi-Objective Model Selection for Time Series Forecasting	TF	KDD 2024
Multivariat	TimesNet	UniTime	UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting	Code	WWW 2024
Multivariat	Ross Saratoga UpperPen SFC	DAN	Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting	Code	AAAI 2024
Multivariat	ILI Weather Traffic Electricity ETT Exchange	HDMixer	HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting	Code	AAAI 2024
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08 England TaxiBJ PEMS-BAY	STPGNN	Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting	None	AAAI 2024
Multivariat	FD001 FD002 FD003 FD004	FC-STGNN	Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data	Code	AAAI 2024
Multivariat	PEMS04 PEMS08 blockchain	TMP-Nets	Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence	None	AAAI 2024
Multivariat	METR-LA PEMS-BAY	ModWaveMLP	ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting	TF	AAAI 2024
Multivariat	Flight Weather ETT Electricity Exchange	MSGNet	MSGNet: Learning Multi-Scale Inter-series Correlations for Multivariate Time Series Forecasting	Code	AAAI 2024
Multivariat	Self-PeMS	DLF	Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective	Code	AAAI 2024
Multivariat	ETT Weather ILI Exchange	HTV-Trans	Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting	Code	AAAI 2024
Multivariat	A-share Cross-Market ETT	ST-DAN	Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction	Code	AAAI 2024
Six	TimesNet	CTRL	An NCDE-based Framework for Universal Representation Learning of Time Series	Code	IJCAI 2024
Traffic	PEMS3478	STD-MAE	Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting	Code	IJCAI 2024
Multivariat	TimesNet	DERITS	Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting	None	IJCAI 2024
Multivariat	TimesNet	Skip-Timef	Skip-Timeformer: Skip-Time Interaction Transformer for Long Sequence Time-Series Forecasting	None	IJCAI 2024
Multivariat	TimesNet	VCformer	VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting	Code	IJCAI 2024
Multivariat	TimesNet	LeRet	LeRet: Language-Empowered Retentive Network for Time Series Forecasting	Code	IJCAI 2024
Missing Variate	METR-LA Solar Traffic ECG5000	SDformer	SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Time Series Long-term Forecasting	None	IJCAI 2024
Traffic	METR-LA PEMS-BAY PEMSD7M	DCST	Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction	Code	IJCAI 2024
Traffic	METR-LA PEMS-BAY	ST-nFBST	Full Bayesian Significance Testing for Neural Networks in Traffic Forecasting	Code	IJCAI 2024
multisource SSL	BikeIn BikeOut TaxiIn TaxiOut Air	MoSSL	Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning	Code	IJCAI 2024
Traffic CrossCity	METR-LA PEMS-BAY DiDiCD DiDiSZ	pFedCTP	Personalized Federated Learning for Cross-City Traffic Prediction	Code	IJCAI 2024
Multivariat	TimesNet	SDformer	SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Time Series Long-term Forecasting	Code	IJCAI 2024
Multivariat	TimesNet	SpecAR-Net	SpecAR-Net: Spectrogram Analysis and Representation Network for Time Series	Code	IJCAI 2024
Multivariat	TimesNet	SCAT	SCAT: A Time Series Forecasting with Spectral Central Alternating Transformers	None	IJCAI 2024
Traffic	Traffic ECG COVID-19 Wiki Solar	DIAN	Decoupled Invariant Attention Network for Multivariate Time-series Forecasting	Code	IJCAI 2024
Traffic	Wave Wind Air	EPL	Self-adaptive Extreme Penalized Loss for Imbalanced Time Series Prediction	Code	IJCAI 2024
Multivariat	ETT Electricity Traffic Weather Exchange	U-Mixer	U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting	None	AAAI 2024
Irregular	USHCN MIMIC-III MIMIC-IV Physionet-12	GraFITi	GraFITi: Graphs for Forecasting Irregularly Sampled Time Series	Code	AAAI 2024
Traffic Flow	PEMS03 PEMS04 PEMS07 PEMS08	MultiSPANS	MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization	Code	WSDM 2024
Multivariat	SIP NYC METR-LA	CreST	CreST: A Credible Spatiotemporal Learning Framework for Uncertainty-aware Traffic Forecasting	None	WSDM 2024
Multivariat	Web Traffic Labour Traffic Tourism	HTS	NeuralReconciler for Hierarchical Time Series Forecasting	None	WSDM 2024
Multivariat	NYC13 BikeNYC Chicago21 Chicago22	CityCAN	CityCAN: Causal Attention Network for Citywide Spatio-Temporal Forecasting	None	WSDM 2024
Multivariat	Solar Wiki Traffic ECG Electricity COVID-19 Weather ETT	FreTS	Frequency-domain MLPs are More Effective Learners in Time Series Forecasting	Code	NIPS 2023
LLM4TS Zero Shot	Darts Monash Informer	-	Large Language Models Are Zero-Shot Time Series Forecasters	LLM	NIPS 2023
Zero Shot	ECL ETT Exchange ILI Traffic Weather	ForecastPFN	ForecastPFN: Synthetically-Trained Zero-Shot Forecasting	TF	NIPS 2023
Multivariat	ECL Traffic ETT Weather	WITRAN	WITRAN: Water-wave Information Transmission and Recurrent Acceleration Network for Long-range Time Series Forecasting	Code	NIPS 2023
Multivariat	ETT Weather PEMS03 PEMS04 PEMS07 PEMS08	Neural Lad	Neural Lad: A Neural Latent Dynamics Framework for Times Series Modeling	None	NIPS 2023
Multivariat	ETT Weather Electricity	OneNet	OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling	Code	NIPS 2023
Multivariat Solar Irradiance	CAB TAM	CrossViVit	Improving day-ahead Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context	Code	NIPS 2023
Multivariat	ECL ETT Exchange ILI Traffic Weather	Koopa	Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors	Code	NIPS 2023
Multivariat	GPVAR METR-LA PEMS-BAY PEMS03 PEMS04 PEMS07 PEMS08 CER-E AQI	TTS-IMP	Taming Local Effects in Graph-based Spatiotemporal Forecasting	Code	NIPS 2023
Multivariat	PEMS08 AIR-BJ AIR-GZ	CaST	Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment	Code	NIPS 2023
Multivariat	PEMS08 METR-LA NYC Taxi NYC Bike	GPT-ST	GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks	Code	NIPS 2023
Multivariat	Solar Wiki Traffic COVID-19	FourierGNN	FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective	Code	NIPS 2023
Multivariat	ETT Weather Electricity Traffic	SimMTM	SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling	Code	NIPS 2023
Multivariat	ETT Electricity Exchange Traffic Weather ILI	BasisFormer	BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis	Code	NIPS 2023
Irregular	Neonate Traffic MIMIC StackOverflow BookOrder Exchange ETT ILI Weather	ContiFormer	ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling	Code	NIPS 2023
Multivariat	Electricity Exchange Traffic Weather ILI ETT	SAN	Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective	Code	NIPS 2023
Multivariat	ETT Electricity Exchange Traffic Weather ILI	DeepTime	Learning Deep Time-index Models for Time Series Forecasting	Code	ICML 2023
Multivariat	Crime CHI-Taxi NYC-Bike NYC-Taxi CHI-House NYC-House	GraphST	Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation	Code	ICML 2023
Multivariat	Synthetic Taxi Electricity Traffic	FeatureP	Feature Programming for Multivariate Time Series Prediction	Code	ICML 2023
Multivariat	NorPool Caiso Weather ETT Wind Traffic Electricity Exchange	TimeDiff	Non-autoregressive Conditional Diffusion Models for Time Series Prediction	None	ICML 2023
Multivariat	ETT Electricity Exchange Traffic Weather ILI	MICN	MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting	Code	ICLR 2023
Multivariat	ETT Weather Electricity ILI Traffic	Crossformer	Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting	Code	ICLR 2023
Forecast Imputation Classifi AnomalyDet	ETT M4 Electricity Weather SMD,MSL SMAP,SWaT PSM	TimesNet	TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis	Code	ICLR 2023
Multivariat		Meta-SSM	Sequential Latent Variable Models for Few-Shot High-Dimensional Time-Series Forecasting	Code	ICLR 2023
Multivariat	ETT Electricity Traffic Weather	FSNet	Learning Fast and Slow for Time Series Forecasting	Code	ICLR 2023
Robust Multivariat	Traffic Taxi Wiki Electricity		Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms	Amazon	ICLR 2023
Multivariat	Electricity Crypto M4 Traffic Exchange	KNF	Koopman Neural Operator Forecaster for Time-series with Temporal Distributional Shifts	Code	ICLR 2023
Multivariat	ETT Weather Electricity Traffic Exchange	SpaceTime	Effectively Modeling Time Series with Simple Discrete State Spaces	Code	ICLR 2023
Multivariat	Weather Traffic Electricity ILI ETT	PatchTST	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers	Code	ICLR 2023
Multivariat	Exchange Weather Electricity Traffic ILI	Scaleformer	Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting	Code	ICLR 2023
Multivariat classifica AnomalyDec	Electricity Weather ETTm1 MSL SMD SMAP	SBT	Sparse Binary Transformers for Multivariate Time Series Modeling	Code	KDD 2023
Multivariat	SIP METR-LA KnowAir Electricity	CauSTG	Maintaining the Status Quo: Capturing Invariant Relations for OOD Spatiotemporal Learning	Code	KDD 2023
Robust Multivariat	PEMS-BAY PEMS04	RDAT	Robust Spatiotemporal Traffic Forecasting with Reinforced Dynamic Adversarial Training	Code	KDD 2023
Multivariat	Beijing Chengdu Harbin	Frigate	Frigate: Frugal Spatio-temporal Forecasting on Road Networks	Code	KDD 2023
Multivariat	XC-Traffic NYC-Traffic	GCIM	Generative Causal Interpretation Model for Spatio-Temporal Representation Learning	None	KDD 2023
Multivariat	Tourism Labour Wiki Flu-Symptoms FB-Survey	PROFHiT	When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting	Code	KDD 2023
Multivariat Under Miss	AQI-36 AQI PEMS-BAY CER-E Healthcare SMAP	MIDM	An Observed Value Consistent Diffusion Model for Imputing Missing Values in Multivariate Time Series	Author	KDD 2023
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08 etc.	Localised	Localised Adaptive Spatial-Temporal Graph Neural Network	None	KDD 2023
Multivariat	PEMS3-Stream	PECPM	Pattern Expansion and Consolidation on Evolving Graphs for Continual Traffic Prediction	None	KDD 2023
Multivariat	Tourism Wiki Traffic	HPO	Hierarchical Proxy Modeling for Improved HPO in Time Series Forecasting	None	KDD 2023
Multivariat	Weather Traffic Electricity ETT	TSMixer	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	None	KDD 2023
Transfer Traffic Forecasting	PEMSD7M PEMSD7M METR-LA PEMS-BAY	TransGTR	Transferable Graph Structure Learning for Graph-based Traffic Forecasting Across Cities	Author	KDD 2023
Multivariat	ETT Traffic Electricity Exchange Weather ILI	DLinear	Are Transformers Effective for Time Series Forecasting	Code	AAAI 2023
Multivariat	METR-LA PEMSD7M	STC-Dropout	Easy Begun Is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout	Code	AAAI 2023
Multivariat	BJ-Bike NYC-Bike	STNSCM	Spatio-Temporal Neural Structural Causal Models for Bike Flow Prediction	Code	AAAI 2023
Multivariat	XC-Trans XC-Speed	CCHMM	Causal Conditional Hidden Markov Model for Multimodal Traffic Prediction	Code	AAAI 2023
Multivariat	NYCBike1 NYCBike2 NYCTaxi BJTaxi	ST-SSL	Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction	Code	AAAI 2023
Multivariat	PV-US CER-En	SGP	Scalable Spatiotemporal Graph Neural Networks	Code	AAAI 2023
Multivariat	Electricity Solar PEMS-BAY METR-LA	SRD	Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling	Code	AAAI 2023
Multivariat	ETT Electricity	InfoTS	Time Series Contrastive Learning with Information-Aware Augmentations	Code	AAAI 2023
Multivariat	PhysioNet MIMIC-III Activity Appliances Energy	PrimeNet	PrimeNet: Pre-training for Irregular Multivariate Time Series	Code	AAAI 2023
Multivariat	Electricity ETT Weather	Dish-TS	Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting	Code	AAAI 2023
Multivariat	ETT Electricity Exchange Traffic Weather ILI	NHITS	NHITS: Neural Hierarchical Interpolation for Time Series Forecasting	Code	AAAI 2023
Multivariat	METR-LA ETT Weather	MegaCRN	Spatio-Temporal Meta-Graph Learning for Traffic Forecasting	Code	AAAI 2023
Multivariat	Santa Traffic	NEC+	An Extreme-Adaptive Time Series Prediction Model Based on Probability-Enhanced LSTM Neural Networks	Code	AAAI 2023
Extreme MTSF	Electricity Solar Weather Traffic	WaveForM	WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series	Code	AAAI 2023
Multivariat	PEMS04 PEMS07 PEMS08 NYCTaxi CHBike TDrive	PDFormer	PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction	Code	AAAI 2023
Multivariat	AmapBeijing AmapChengdu	STGNPP	Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction	None	AAAI 2023
Multivariat	ETT Electricity Exchange Traffic Weather ILI	InParformer	InParformer: Evolutionary Decomposition Transformers with Interactive Parallel Attention for Long-Term Time Series Forecasting	None	AAAI 2023
Multivariat	Tourism Labour M5	SLOTH	SLOTH: Structured Learning and Task-Based Optimization for Time Series Forecasting on Hierarchies	None	AAAI 2023
Multivariat	Wind Solar	eForecaster	eForecaster: Unifying Electricity Forecasting with Robust, Flexible, and Explainable Machine Learning Algorithms	None	AAAI 2023
Multivariat	NYCTaxi PEMS04	AutoSTL	AutoSTL: Automated Spatio-Temporal Multi-Task Learning	None	AAAI 2023
Multivariat	METR-LA PEMS-BAY	Trafformer	Trafformer: Unify Time and Space in Traffic Prediction	None	AAAI 2023
Multivariat	Electricity PM2.5 Exchange	DeLELSTM	DeLELSTM: Decomposition-based Linear Explainable LSTM to Capture Instantaneous and Long-term Effects in Time Series	Code	IJCAI 2023
Multivariat	NYC-Bike PEMS-BAY PEMS08	ReMo	Not Only Pairwise Relationships: Fine-Grained Relational Modeling for Multivariate Time Series Forecasting	Code	IJCAI 2023
Multivariat	NASA	MetePFL	Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data	Code	IJCAI 2023
Multivariat	Hurricane Climate	Self-Recover	Self-Recover: Forecasting Block Maxima in Time Series from Predictors with Disparate Temporal Coverage Using Self-Supervised Learning	None	IJCAI 2023
Multivariat	Weather Traffc Electricity Exchange ILI	SMARTformer	SMARTformer: Semi-Autoregressive Transformer with Efficient Integrated Window Attention for Long Time Series Forecasting	None	IJCAI 2023
Multivariat	METR-LA Beijing Xiamen	INCREASE	INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging	TF	WWW 2023
Multivariat	MQPS ETT Electricity	KAE-Informer	KAE-Informer: A Knowledge Auto-Embedding Informer for Forecasting Long-Term Workloads of Microservices	Code	WWW 2023
Multivariat	Typhoon-JP COVID-JP Hurricane-US	MemeSTN	Learning Social Meta-knowledge for Nowcasting Human Mobility in Disaster	Code	WWW 2023
Multivariat	NYC Chicago	EALGAP	Extreme-Aware Local-Global Attention for Spatio-Temporal Urban Mobility Learning	Keras	ICDE 2023
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08	DyHSL	Dynamic Hypergraph Structure Learning for Traffic Flow Forecasting	Code	ICDE 2023
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08	STWave	When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks	Code	ICDE 2023
Multivariat	Seattle PEMS04 PEMS08	SSTBAN	Self-Supervised Spatial-Temporal Bottleneck Attentive Network for Efficient Long-term Traffic Forecasting	Code	ICDE 2023
Multivariat	PEMSD4 PEMSD8 AirBJ TrafficSIP	MGTF	A Multi-graph Fusion Based Spatiotemporal Dynamic Learning Framework	Author	WSDM 2023
Multivariat	METR-LA PEMS-BAY PEMS04 PEMS07 PEMS08	STAEformer	Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting	Code	CIKM 2023
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	TrendGCN	Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting	Code	CIKM 2023
Multivariat	ETT Electricity Traffic Weather ILI Exchange	GCformer	GCformer: An Efficient Solution for Accurate and Scalable Long-Term Multivariate Time Series Forecasting	Code	CIKM 2023
Multivariat	ETT Electricity Traffic	Seq2Peak	Unlocking the Potential of Deep Learning in Peak-Hour Series Forecasting	Code	CIKM 2023
Multivariat	PEMS04 PEMS07 PEMS08 NYC Crime CHI Crime	CL4ST	Spatio-Temporal Meta Contrastive Learning	Code	CIKM 2023
Multivariat	NYC Bike NYC Taxi	MLPST	MLPST: MLP is All You Need for Spatio-Temporal Prediction	Author	CIKM 2023
Multivariat	TaxiBJ BikeNYC	MC-STL	Mask- and Contrast-Enhanced Spatio-Temporal Learning for Urban Flow Prediction	Code	CIKM 2023
Multivariat	PeMS Beijing Electricity COVID-CHI	MemDA	MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation	Code	CIKM 2023
Cross City Traffic	PEMS-BAY METR-LA Chengdu Shenzhen	TPB	Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank	Code	CIKM 2023
Traffic Speed	METR-LA PEMS-BAY PEMSD7M	UAGCRN	Enhancing Spatio-temporal Traffic Prediction through Urban Human Activity Analysis	TF	CIKM 2023
Multivariat	Complaint NYC Taxi	PromptST	PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction	Code	CIKM 2023
Multivariat	METR-LA PEMS-BAY PEMS08	HIEST	Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting	Code	CIKM 2023
Multivariat	ETT Electricity Weather Traffic	TemDep	TemDep: Temporal Dependency Priority for Multivariate Time Series Prediction	Code	CIKM 2023
Traffic	BJ-Center METR-LA	ST-MoE	ST-MoE: Spatio-Temporal Mixture-of-Experts for Debiasing in Traffic Prediction	None	CIKM 2023
Multivariat	ETT Electricity Weather Traffic Exchange	AVGNets	Learning Visibility Attention Graph Representation for Time Series Forecasting	None	CIKM 2023
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08	STGBN	Spatial-Temporal Graph Boosting Networks: Enhancing Spatial-Temporal Graph Neural Networks via Gradient Boosting	None	CIKM 2023
Multivariat	ETT Electricity Traffic ILI Exchange	FAMC-Net	FAMC-Net: Frequency Domain Parity Correction Attention and Multi-Scale Dilated Convolution for Time Series Forecasting	None	CIKM 2023
Cross City Traffic	NYC Chicago Nashville	CARPG	CARPG: Cross-City Knowledge Transfer for Traffic Accident Prediction via Attentive Region-Level Parameter Generation	None	CIKM 2023
Traffic	SPEED FLOW	CANet	Clustering-property Matters: A Cluster-aware Network for Large Scale Multivariate Time Series Forecasting	None	CIKM 2023
Multivariat	ETT Exchange ILI Weather Electricity Traffic	DSformer	DSformer: A Double Sampling Transformer for Multivariate Time Series Long-term Prediction	None	CIKM 2023
Multivariat	Wufu	MODE	Monotonic Neural Ordinary Differential Equation: Time-series Forecasting for Cumulative Data	None	CIKM 2023
Multivariat	NYC	MetaRSTP	Region Profile Enhanced Urban Spatio-Temporal Prediction via Adaptive Meta-Learning	None	CIKM 2023
Multivariat	SIP NYC METR-LA	G2S	Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics	None	SDM 2023
Multivariat	Solar PEMS-BAY Electricity	ERL	Time-delayed Multivariate Time Series Predictions	None	SDM 2023
Multivariat	Weather2K	Weather2K	Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations	Weather2K	AISTATS 2023
Multivariat	ETT Electricity Exchange Traffic Weather ILI	FiLM	FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting	Code	NeurIPS 2022
Multivariat	ETT Electricity Exchange Weather	LaST	Learning Latent Seasonal-Trend Representations for Time Series Forecasting	Code	NeurIPS 2022
Multivariat	ETT Electricity Exchange Traffic Weather ILI	WaveBound	WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting	Code	NeurIPS 2022
Multivariat	COVID-19 PEMS04 PEMS08 Temperature Bytom Wind	ZFC-SHCN	Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting	Future	NeurIPS 2022
Multivariat	ETT Traffic Solar Electricity Exchange PEMS03 PEMS04 PEMS07 PEMS08	SCINet	SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction	Code	NeurIPS 2022
Multivariat	Electricity ETT Exchange ILI Traffic Weather	NonstaTransf	Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting	Code	NeurIPS 2022
Multivariat	Traffic Solar Electricity Exchange PEMS07(M) PEMS-BAY	TPGNN	Multivariate Time-Series Forecasting with Temporal Polynomial Graph Neural Networks	Future	NeurIPS 2022
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08	DSTAGNN	DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting	Code	ICML 2022
Multivariat	ETT Electricity Exchange Traffic Weather ILI	FEDformer	FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting	Code	ICML 2022
Multivariat	Traffic Electricity Wiki Sales	DAF	DAF-Domain Adaptation for Time Series Forecasting via Attention Sharing	None	ICML 2022
Multivariat	Electricity Solar Fred MD KDD Cup	TACTiS (Copulas, Trans)	TACTiS: Transformer-Attentional Copulas for Time Series	Code	ICML 2022
Multivariat	French Electricity	AgACI	Adaptive Conformal Predictions for Time Series	Python,R	ICML 2022
Traffic Speed	NAVER-Seoul METR-LA	PM-MemNet (Mem,KNN)	Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting	Code	ICLR 2022
Multivariat	PEMS03 PEMS04 PEMS08 COVID-19,etc	TAMP-S2GCNets (GCN,AR, Topological Features)	TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting	Code	ICLR 2022
Multivariat	ETT Electricity Weather	CoST	CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting	Code	ICLR 2022
Multivariat	Electricity Traffic M4 CASIO NP	DEPTS	DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting	Code	ICLR 2022
Multivariat	ETT Electricity Wind App Flow	Pyraformer	Pyraformer: Low-Complexity Pyramidal Attention for Long-Range Time Series Modeling and Forecasting	Code	ICLR 2022
Multivariat	ETT Electricity M4 Air Quality Nasdaq	RevIN	Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift	Code	ICLR 2022
Multivariat	METR-LA PEMS-BAY PEMS04 PEMS08	D2STGNN	Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting	Code	VLDB 2022
Multivariat	METR-LA PEMS-BAY PEMS04	STEP	Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting	Code	KDD 2022
Multivariat	Solar Electricity Exchange Wind NYCBike NYCTaxi	ESG	Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting	Code	KDD 2022
Multivariat	METR-LA Solar Traffic ECG5000	VSF	Multi-Variate Time Series Forecasting on Variable Subsets	Code,dgl	KDD 2022
Multivariat	DC Bike DC Taxi	CrossTReS	Selective Cross-City Transfer Learning for Traffic Prediction via Source City Region Re-Weighting	Code,dgl	KDD 2022
Multivariat	ETT Weather Exchange Traffic Electricity	Quatformer	Learning to Rotate: Quaternion Transformer for Complicated Periodical Time Series Forecasting	MRA-BGCN Author None Code	KDD 2022
Multivariat	NYCBike NYCTaxi PEMS03 PEMS08	GMSDR	MSDR: Multi-Step Dependency Relation Networks for Spatial Temporal Forecasting	Code	KDD 2022
Multivariat	Hangzhou NYC	DTIGNN	Modeling Network-level Traffic Flow Transitions on Sparse Data	Code	KDD 2022
Multivariat	Temperature Cloud cover Humidity Wind	CLCRN	Conditional Local Convolution for Spatio-temporal Meteorological Forecasting	Code	AAAI 2022
Traffic Flow	PEMS03 PEMS04 PEMS07 PEMS08 PEMS07(M) PEMS07(L)	STG-NCDE	Graph Neural Controlled Differential Equations for Traffic Forecasting	Code	AAAI 2022
Traffic Flow	GT-221 WRS-393 ZGC-564	STDEN	STDEN: Towards Physics-guided Neural Networks for Traffic Flow Prediction	Code	AAAI 2022
Multivariat	Electricity Traffic PEMS07(M) METR-LA	CATN	CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting	None	AAAI 2022
Multivariat	ETT Electricity	TS2Vec	TS2Vec: Towards Universal Representation of Time Series	Code	AAAI 2022
Multivariat	ETT Electricity Weather	Triformer	Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version	Code	IJCAI 2022
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08	FOGS	FOGS: First-Order Gradient Supervision with Learning-based Graph for Traffic Flow Forecasting	Code	IJCAI 2022
Multivariat	PEMS04 PEMS08 RPCM	RGSL	Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting	Code	IJCAI 2022
Multivariat	Air Quality Parking	DMGA	Long-term Spatio-Temporal Forecasting via Dynamic Multiple-Graph Attention	None	IJCAI 2022
Multivariat	YellowCab GreenCab Solar	ST-KMRN	Physics-Informed Long-Sequence Forecasting From Multi-Resolution Spatiotemporal Data	Author	IJCAI 2022
Multivariat	NYCTaxi NYCBike CHIBike BJTaxi Chengdu	STAN	When Transfer Learning Meets Cross-City Urban Flow Prediction: Spatio-Temporal Adaptation Matters	None	IJCAI 2022
Multivariat	Hurricanes Ausgrid Weather	DeepExtrema	DeepExtrema: A Deep Learning Approach for Forecasting Block Maxima in Time Series Data	Code	IJCAI 2022
Multivariat	GoogleSymp Covid19 Power Tweet	CAMul	CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting	Code	WWW 2022
Multivariat	Electricity Stock	MRLF	Multi-Granularity Residual Learning with Confidence Estimation for Time Series Prediction	Code	WWW 2022
Multivariat Classificat Forecasting	MuJoCo Google Stock	EXIT	EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting	Code	WWW 2022
Traffic Flow	PEMS03 PEMS04 PEMS07 PEMS08	ST-WA	Towards Spatio- Temporal Aware Traffic Time Series Forecasting	Code	ICDE 2022
Mobility Prediction	NYC Dallas Miami	SHIFT	Translating Human Mobility Forecasting through Natural Language Generation	Hao Xue	WSDM 2022
Traffic Flow	TaxiBJ BikeNYC	ST-GSP	ST-GSP: Spatial-Temporal Global Semantic Representation Learning for Urban Flow Prediction	Code	WSDM 2022
Multivariat	Traffic Temperature	ReTime	Retrieval Based Time Series Forecasting	None	CIKM 2022
Multivariat	Rainfall Traffic ETT Stock Climate	DXtreMM	Deep Extreme Mixture Model for Time Series Forecasting	Code	CIKM 2022
MTS Analysis MTS Forecasting Anormaly Detection	ETT Electricity SMD SMAP MSL SWaT	MARINA	MARINA: An MLP-Attention Model for Multivariate Time-Series	None	CIKM 2022
Traffic Speed	METR-LA PEMS-BAY	ResCAL	Residual Correction in Real-Time Traffic Forecasting	None	CIKM 2022
Model Selection		AutoForecast	AutoForecast: Automatic Time-Series Forecasting Model Selection	None	CIKM 2022
Traffic Flow	PEMS04 PEMS07 PEMS08	DastNet	Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities	Code	CIKM 2022
Traffic Flow & Speed	METR-LA PEMS-BAY PEMS03 PEMS04 PEMS07 PEMS08	AutoSTS	Automated Spatio-Temporal Synchronous Modeling with Multiple Graphs for Traffic Prediction	YongLi THU	CIKM 2022
Traffic Condition	TRCV-BJ TRCV-SH TRCV-ZZ	DuTraffic	DuTraffic: Live Traffic Condition Prediction with Trajectory Data and Street Views at Baidu Maps	None	CIKM 2022
Multivariat	ETT Electricity WTH Weather ILI Exchange	Linear	Do Simpler Statistical Methods Perform Better in Multivariate Long Sequence Time-Series Forecasting?	None	CIKM 2022
Multivariat	Solar Traffic Electricity Exchange	MAGL	Memory Augmented Graph Learning Networks for Multivariate Time Series Forecasting	None	CIKM 2022
Multivariat	PEMS04 PEMS07 PEMS08 PEMS-BAY Electricity	STID	Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting	Code	CIKM 2022
Multivariat	METR-LA PEMS-BAY PEMS04 PEMS07	ASTTN	Adaptive Graph Spatial-Temporal Transformer Network for Traffic Forecasting	None	CIKM 2022
Multivariat	Seoul	CGAN	Context-aware Traffic Flow Forecasting in New Roads	None	CIKM 2022
Traffic Flow & Speed	METR-LA PEMS-BAY PEMS-M PEMS04 PEMS08	ST-GAT	ST-GAT: A Spatio-Temporal Graph Attention Network for Accurate Traffic Speed Prediction	Author	CIKM 2022
Traffic Speed	METR-LA PEMS-BAY	HOMGNNs	Higher-Order Masked Graph Neural Networks for Traffic Flow Prediction	Code	ICDM 2022
Multivariat	M4 Electricity car-parts	TopAttn	Topological Attention for Time Series Forecasting	Code Future	NeurIPS 2021
Multivariat	Rossmann M5 Wiki	MisSeq	MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data	None	NeurIPS 2021
Multivariat	ETT Electricity Exchange Traffic Weather ILI	Autoformer	Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting	Code	NeurIPS 2021
Multivariat	PEMS04 PEMS08 Traffic ADI M4 ,etc	Error	Adjusting for Autocorrelated Errors in Neural Networks for Time Series	Code	NeurIPS 2021
Multivariat	Bytom Decentraland PEMS04 PEMS08	Z-GCNETs	Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting	Code	ICML 2021
Multivariat	PEMS07(M) METR-LA PEMS-BAY	Cov	Conditional Temporal Neural Processes with Covariance Loss	None	ICML 2021
Multivariat	METR-LA PEMS-BAY PMU	GTS	Discrete Graph Structure Learning for Forecasting Multiple Time Series	Code	ICLR 2021
Multivariat	Benz Air Quality FuelMoisture	framework	A Transformer-based Framework for Multivariate Time Series Representation Learning	Code	KDD 2021
Federated Multivariat	PEMS-BAY METR-LA	CNFGNN	Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling	Code	KDD 2021
Traffic Speed	PEMS04 PEMS08 England	DMSTGCN	Dynamic and Multi-faceted Spatio-temporal Deep Learning for Traffic Speed Forecasting	Code	KDD 2021
Traffic Flow	PEMS07(M) PEMS07(L) PEMS03 PEMS04 PEMS07 PEMS08	STGODE	Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting	Code	KDD 2021
Multivariat	BikeNYC PEMS07(M) Electricity	ST-Norm	ST-Norm: Spatial and Temporal Normalization for Multi-variate Time Series Forecasting	Code	KDD 2021
Multivariat	DiDiXM DiDiCD	TrajNet	TrajNet: A Trajectory-Based Deep Learning Model for Traffic Prediction	None	KDD 2021
Robust Forecasting	MIMIC-III USHCN KDD-CUP	DGM	Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series	Code	AAAI 2021
Multivariat	Guangzhou Seattle HZMetro , etc.	DSARF	Deep Switching Auto-Regressive Factorization: Application to Time Series Forecasting	Code	AAAI 2021
Traffic Speed	METR-LA PEMS-BAY	FC-GAGA	FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting	TF	AAAI 2021
Traffic Speed	DiDiJiNan DiDiXiAn	HGCN	Hierarchical Graph Convolution Network for Traffic Forecasting	Code	AAAI 2021
Multivariat	ETT Weather Electricity	Informer	Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting	Code	AAAI 2021
Traffic Flow	NYCMetro NYC Bike NYC Taxi	MOTHER	Modeling Heterogeneous Relations across Multiple Modes for Potential Crowd Flow Prediction	None	AAAI 2021
Multivariat	METR-LA PEMS-BAY PEMS07(M) PEMS07(L) PEMS03 PEMS04 PEMS07 PEMS08	STFGNN	Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting	Mxnet	AAAI 2021
Multivariat	BJ Taxi NYC Taxi NYC Bike1 NYC Bike2	STGDN	Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network	Mxnet	AAAI 2021
Traffic Flow	SG-TAXI	TrGNN	Traffic Flow Prediction with Vehicle Trajectories	Code	AAAI 2021
Multivariat	Road POIs SIGtraf	DMLM	Predicting Traffic Congestion Evolution: A Deep Meta Learning Approach	Future	IJCAI 2021
Multivariat	East Bay METR-LA US	D-DA-GRNN	EnhanceNet: Plugin Neural Networks for Enhancing Correlated Time Series Forecasting	Code	ICDE 2021
Multivariat	Water Humidity Wind, etc	EA-DRL	An Actor-Critic Ensemble Aggregation Model for Time-Series Forecasting	None	ICDE 2021
Traffic Flow	TaxiBJ DiDiCD TaxiRome	AttConvLSTM	Modeling Citywide Crowd Flows using Attentive Convolutional LSTM	None	ICDE 2021
Traffic Speed Traffic Flow	METR-LA PEMS-BAY eMS03 PEMS04 PEMS07 PEMS08...	Benchmark	An Empirical Experiment on Deep Learning Models for Predicting Traffic Data	Future	ICDE 2021
Multivariat	Motes Soil Revenue Traffic 20CR	NET	Network of Tensor Time Series	Code	WWW 2021
Multivariat	VevoMusic WikiTraffic LOS-LOOP SZ-taxi	Radflow	Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time Series	Code	WWW 2021
Multivariat	METR-LA Wiki-EN	REST	REST: Reciprocal Framework for Spatiotemporal-coupled Predictions	None	WWW 2021
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08 HZMetro	ASTGNN	Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting	Code	TKDE 2021
Multivariat	TaxiBJ BikeNYC-I BikeNYC-II TaxiNYC METR-LA PEMS-BAY PEMS07(M)	DL-Traff	DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction	Graph:Code Grid:TF	CIKM 2021
Multivariat	METR-LA PEMS-BAY PEMS07(M)	TorchGeoTem	Code Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models	Code	CIKM 2021
Traffic Flow	TaxiBJ BikeNYC	LLF	Learning to Learn the Future: Modeling Concept Drifts in Time Series Prediction	None	CIKM 2021
Multivariat	ETT Electricity	HI	Historical Inertia: A Neglected but Powerful Baseline for Long Sequence Time-series Forecasting	None	CIKM 2021
Multivariat	ETT ELE	AGCNT	AGCNT: Adaptive Graph Convolutional Network for Transformer-based Long Sequence Time-Series Forecasting	None	CIKM 2021
Cellular Traffic	cellular	MPGAT	Multivariate and Propagation Graph Attention Network for Spatial-Temporal Prediction with Outdoor Cellular Traffic	Code Future	CIKM 2021
Traffic Speed	METR-LA PEMS-BAY Simulated	STNN	Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting	Code	ICDM 2021
Traffic Speed	DiDiCD DiDiXiAn	T-wave	Trajectory WaveNet: A Trajectory-Based Model for Traffic Forecasting	Code	ICDM 2021
Multivariat	Sanyo Hanergy Solar Electricity Exchange	SSDNet	SSDNet: State Space Decomposition Neural Network for Time Series Forecasting	Code	ICDM 2021
Traffic Volumn	HangZhou City JiNan City	CTVI	Temporal Multi-view Graph Convolutional Networks for Citywide Traffic Volume Inference	Code	ICDM 2021
Traffic Volumn	Uber Movements Grab-Posisi	TEST-GCN	TEST-GCN: Topologically Enhanced Spatial-Temporal Graph Convolutional Networks for Traffic Forecasting	None	ICDM 2021
Multivariat	Air Quality City Meterology	ATGCN	Modeling Inter-station Relationships with Attentive Temporal Graph Convolutional Network for Air Quality Prediction	None	WSDM 2021
Traffic Flow	WalkWLA BikeNYC TaxiNYC	PDSTN	Predicting Crowd Flows via Pyramid Dilated Deeper Spatial-temporal Network	None	WSDM 2021
Traffic Flow	PEMS04 PEMS08	AGCRN	Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	Code	NeurIPS 2020
Multivariat	Electricity Traffic Wind Solar M4-Hourly	AST	Adversarial Sparse Transformer for Time Series Forecasting	Code	NeurIPS 2020
Multivariat	METR-LA PEMS-BAY PEMS07 PEMS03 PEMS04 ,etc	StemGNN	Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting	Code	NeurIPS 2020
Multivariat	M4 M3 Tourism	N-BEATS	N-BEATS: Neural basis expansion analysis for interpretable time series forecasting	Code+Keras	ICLR 2020
Traffic Flow	Traffic Energy Electricity Exchange METR-LA PEMS-BAY	MTGNN	Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks	Code	KDD 2020
Traffic Flow	Taxi-NYC Bike-NYC CTM	DSAN	Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction	TF	KDD 2020
Traffic Speed Traffic Flow	Shenzhen	Curb-GAN	Curb-GAN: Conditional Urban Traffic Estimation through Spatio-Temporal Generative Adversarial Networks	Code	KDD 2020
Traffic Flow	TaxiBJ CrowdBJ TaxiJN TaxiGY	AutoST	AutoST: Efficient Neural Architecture Search for Spatio-Temporal Prediction	None	KDD 2020
Traffic Volumn	W3-715 E5-2907	HSTGCN	Hybrid Spatio-Temporal Graph Convolutional Network: Improving Traffic Prediction with Navigation Data	None	KDD 2020
Multivariat	Xiamen PEMS-BAY	GMAN	GMAN: A Graph Multi-Attention Network for Traffic Prediction	TF Code	AAAI 2020
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08	STSGCN	Spatial-temporal synchronous graph convolutional networks: A new framework for spatial-temporal network data forecasting	Mxnet Code	AAAI 2020
Multivariat	Traffic Energy NASDAQ	MLCNN	Towards Better Forecasting by Fusing Near and Distant Future Visions	Code	AAAI 2020
Multivariat	PEMS-S PEMS-BAY METR-LA BJF BRF BRF-L	SLCNN	Spatio-temporal graph structure learning for traffic forecasting	None	AAAI 2020
Traffic Speed	METR-LA PEMS-BAY	MRA-BGCN	Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting	None	AAAI 2020
Metro Flow	HKMetro	WDGTC	Tensor Completion for Weakly-Dependent Data on Graph for Metro Passenger Flow Prediction	TF	AAAI 2020
Multivariat	MovingMNIST TaxiBJ KTH	SA-ConvLSTM	Self-Attention ConvLSTM for Spatiotemporal Prediction	TF Code	AAAI 2020
Metro Flow	SydneyMetro	MLC-PPF	Potential Passenger Flow Prediction-A Novel Study for Urban Transportation Development	None	AAAI 2020
Commuting Flow	Lodes Pluto OSRM	GMEL	Learning Geo-Contextual Embeddings for Commuting Flow Prediction	Code	AAAI 2020
Multivariat	Traffic Exchange Solar	DeepTrends	Tensorized LSTM with Adaptive Shared Memory for Learning Trends in Multivariate Time Series	TF	AAAI 2020
Multivariat	Traffic Electricity SmokeVideo PCSales RawMaterials	BHT	Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting	Python	AAAI 2020
Traffic Speed	PEMS04 PEMS07 PEMS08	LSGCN	LSGCN: Long Short-Term Traffic Prediction with Graph Convolutional Networks	TF	IJCAI 2020
Traffic Flow	BikeNYC MobileBJ	CSCNet	A Sequential Convolution Network for Population Flow Prediction with Explicitly Correlation Modelling	None	IJCAI 2020
Multivariat	USDCNY USDKRW USDIDR	WATTNet	WATTNet: learning to trade FX via hierarchical spatio-temporal representation of highly multivariate time series	TF	IJCAI 2020
Fine-grained	CitiBikeNYC Div Metro	GACNN	Towards Fine-grained Flow Forecasting: A Graph Attention Approach for Bike Sharing Systems	None	WWW 2020
Flow Distribution	Austin Louisville Minneapolis	GCScoot	Dynamic Flow Distribution Prediction for Urban Dockless E-Scooter Sharing Reconfiguration	None	WWW 2020
Traffic Speed	METR-LA PEMS-BAY	STGNN	Traffic Flow Prediction via Spatial Temporal Graph Neural Network	Code	WWW 2020
Traffic Speed	DiDiCD	STAG-GCN	Spatiotemporal Adaptive Gated Graph Convolution Network for Urban Traffic Flow Forecasting	Code	CIKM 2020
Traffic Speed	METR-LA PEMS-BAY	ST-GRAT	ST-GRAT: A Novel Spatio-temporal Graph Attention Networks for Accurately Forecasting Dynamically Changing Road Speed	Code	CIKM 2020
Traffic Flow	BJ-Taxi NYC-Taxi NYC-Bike-1 NYC-Bike-2	ST-CGA	Spatial-Temporal Convolutional Graph Attention Networks for Citywide Traffic Flow Forecasting	Keras	CIKM 2020
Traffic Flow	NYCBike NYCTaxi	MT-ASTN	Multi-task Adversarial Spatial-Temporal Networks for Crowd Flow Prediction	Code	CIKM 2020
Traffic Speed	SFO NYC	DIGC	Deep Graph Convolutional Networks for Incident-Driven Traffic Speed Prediction	None	CIKM 2020
Metro Flow	SZMetro HZMetro	STP-TrellisNets	STP-TrellisNets: Spatial-Temporal Parallel TrellisNets for Metro Station Passenger Flow Prediction	None	CIKM 2020
Multivariat	Air Quality BikeNYC METR-LA	AGSTN	AGSTN: Learning Attention-adjusted Graph Spatio-Temporal Networks for Short-term Urban Sensor Value Forecasting	Keras	ICDM 2020
Traffic Speed	METR-LA PEMS-BAY	FreqST	FreqST: Exploiting Frequency Information in Spatiotemporal Modeling for Traffic Prediction	None	ICDM 2020
Traffic Flow	PEMS03 PEMS07	TSSRGCN	Tssrgcn: Temporal spectral spatial retrieval graph convolutional network for traffic flow forecasting	None	ICDM 2020
Multivariat	Air Quality DarkSky Geographic	DeepLATTE	Building Autocorrelation-Aware Representations for Fine-Scale Spatiotemporal Prediction	Code	ICDM 2020
Traffic Flow	XATaxi BJTaxi PortoTaxi	ST-PEFs	Interpretable Spatiotemporal Deep Learning Model for Traffic Flow Prediction Based on Potential Energy Fields	None	ICDM 2020
Traffic Speed Flow	SZSpeed SZTaxi	cST-ML	cST-ML: Continuous Spatial-Temporal Meta-Learning for Traffic Dynamics Prediction	Code	ICDM 2020
Multivariat	Electricity Traffic Wiki PEMS07(M)	DeepGLO	Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting	Code	NeurIPS 2019
Multivariat	Electricity Traffic Solar M4 Wind	LogSparse	Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting	Code	NeurIPS 2019
Multivariat	Synthetic ECG5000 Traffic	DILATE	Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models	Code	NeurIPS 2019
Traffic Flow	Earthquake	DeepUrbanEvent	DeepUrbanEvent: A System for Predicting Citywide Crowd Dynamics at Big Events	Keras	KDD 2019
Traffic Flow Speed	TDrive METR-LA	ST-MetaNet	Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning	Mxnet	KDD 2019
Multivariat	Rossman Walmart Electricity Traffic Parts	ARU	Streaming Adaptation of Deep Forecasting Models using Adaptive Recurrent Units	TF	KDD 2019
Multivariat	Air Quality	AccuAir	AccuAir: Winning Solution to Air Quality Prediction for KDD Cup 2018	None	KDD 2019
Traffic Flow	Simulated RoadTraffic Wikipedia	ERMreg	Regularized Regression for Hierarchical Forecasting Without Unbiasedness Conditions	None	KDD 2019
Multivariat under event	Climate Stock Pseudo	EVL	Modeling Extreme Events in Time Series Prediction	None	KDD 2019
Traffic Flow	PEMS04 PEMS08 METR-LA	ASTGCN	Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting	Mxnet	AAAI 2019
Traffic Flow Speed	NYC PEMS0(M)	DGCNN	Dynamic spatial-temporal graph convolutional neural networks for traffic forecasting	None	AAAI 2019
Traffic FLow	NYC-Taxi NYC-Bike	STDN	Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction	Keras	AAAI 2019
Traffic Flow	MobileBJ BikeNYC	DeepSTN+	DeepSTN+: context-aware spatial-temporal neural network for crowd flow prediction in metropolis	TF	AAAI 2019
Traffic Speed	METR-LA PEMS-BAY	Res-RGNN	Gated residual recurrent graph neural networks for traffic prediction	None	AAAI 2019
Traffic FLow	MetroBJ BusBJ TaxiBJ	GSTNet	GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction	Code	IJCAI 2019
Traffic Speed	METR-LA PEMS-BAY	GWN	Graph WaveNet for Deep Spatial-Temporal Graph Modeling	Code	IJCAI 2019
Traffic Flow	DidiSY BikeNYC TaxiBJ	STG2Seq	STG2Seq: Spatial-Temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting	TF	IJCAI 2019
Multivariat	GHL Electricity TEP	DyAt	DyAt Nets: Dynamic Attention Networks for State Forecasting in Cyber-Physical Systems	Code	IJCAI 2019
Multivariat	Air Quality	MGED	Multi-Group Encoder-Decoder Networks to Fuse Heterogeneous Data for Next-Day Air Quality Prediction	None	IJCAI 2019
Traffic Volumn	Chicago Boston	MetaST	Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction	TF	WWW 2019
TrafficPred imputation	GZSpeed HZMetro Seattle London	BTF	Bayesian Temporal Factorization for Multidimensional Time Series Prediction	Python	TPAMI 2019
Multivariat	Gas Station	DSANet	DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting	Code	CIKM 2019
Multivariat	Solar Traffic Exchange Electricity PEMS ,etc	Study	Experimental Study of Multivariate Time Series Forecasting Models	None	CIKM 2019
Traffic Speed	DiDiCD DiDiXA	BTRAC	Boosted Trajectory Calibration for Traffic State Estimation	None	ICDM 2019
Multivariat	Photovoltaic	MTEX-CNN	MTEX-CNN: Multivariate Time Series EXplanations for Predictions with Convolutional Neural Networks	Code	ICDM 2019
Traffic Speed	BJER4 PEMS07(M) PEMS07(L)	STGCN	Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting	TF Mxnet Code1 Code2 Code3	IJCAI 2018
Traffic Speed	METR-LA PEMS-BAY	DCRNN	Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting	TF Code	ICLR 2018

Multivariat Probabilistic Time Series Forecasting

Task	Data	Model	Paper	Code	Publication
Paper Nums:40+
Conformer Graph	TimesNet	SGCE	Delving into Non-Exchangeability for Conformal Prediction in Graph-Structured Multivariate Time Series	None	ICML 2026
probability	TimesNet		Parametric Prior Mapping Framework for Non-stationary Probabilistic Time Series Forecasting	None	ICML 2026
Conformer	TimesNet	SCDR	Conditional Quantile Adjusted Conformal Prediction for Time Series	None	ICML 2026
Irregular Probabilistic			Reliable Probabilistic Forecasting of Irregular Time Series through Marginalization-Consistent Flows	None	ICLR 2026
probability	TimesNet		Conditionally Whitened Generative Models for Probabilistic Time Series Forecasting	Code	ICLR 2026
Conformer	Solar Beijing Exchange ACEA	ResCP	ResCP: Reservoir Conformal Prediction for Time Series Forecasting	None	ICLR 2026
probability	TimesNet	TEDM	TEDM: Time Series Forecasting with Elucidated Diffusion Models	None	ICLR 2026
Conformer	COVID-19 Flu SMD ECL Weather	NCC	Neural Conformal Control for Time Series Forecasting	Code	AAAI 2025
probability	TimesNet	interPDN	Time Series Forecasting via Direct Per-Step Probability Distribution Modeling	Code	AAAI 2026
probability	TimesNet		Multi-Horizon Time Series Forecasting of non-parametric CDFs with Deep Lattice Networks	None	AAAI 2026
Irregular Probabilistic			Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows	None	AAAI 2025
probability	TimesNet	AdaPTS	AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting	Code	ICML 2025
probability	TimesNet	NsDiff	Non-stationary Diffusion For Probabilistic Time Series Forecasting	Code	ICML 2025
probability	TimesNet	K²VAE	VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting	Code	ICML 2025
probability	Solar Traffic Electricity	timeMCL	Winner-takes-all for Multivariate Probabilistic Time Series Forecasting	Code	ICML 2025
probability	Exchange ILI ETT Electricity Traffic Weather	TMDM	Transformer-Modulated Diffusion Models for Probabilistic Multivariate Time Series Forecasting	None	ICLR 2024
probability	Exchange Solar Electricity Traffic Taxi Wikipedia	VQ-TR	VQ-TR: Vector Quantized Attention for Time Series Forecasting	None	ICLR 2024
Conformer	COVID-19	CopulaCPTS	Copula Conformal prediction for multi-step time series prediction	Code	ICLR 2024
probability	Solar Electricity Traffic Taxi Wikipedia	LDT	Latent Diffusion Transformer for Probabilistic Time Series Forecasting	None	AAAI 2024
probability	Solar Electricity Traffic Exchange M4-Hourly UberTLC KDDCup Wikipedia	TSDiff	Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting	GluonTS	NIPS 2023
Quantile	Electricity Kaggle M4-daily Traffic Wiki	Ensemble	Theoretical Guarantees of Learning Ensembling Strategies with Applications to Time Series Forecasting	None	ICML 2023
Quantile	Boston Concrete kin8nm Power Protein Wine M5	BVAE	Neural Spline Search for Quantile Probabilistic Modeling	None	AAAI 2023
Quantile	Traffc Electricity Solar Energy	pTSE	pTSE: A Multi-model Ensemble Method for Probabilistic Time Series Forecasting	None	IJCAI 2023
probability	PEMS03 PEMS04 PEMS07 PEMS08	DeepSTUQ	Uncertainty Quantification for Traffic Forecasting: A Unified Approach	None	ICDE 2023
probability	Electricity Traffc Solar Exchange M4	PDTrans	Probabilistic Decomposition Transformer for Time Series Forecasting	Code	SDM 2023
probability	Taxi Electricity Traffc Exchange	COPDEEPAR	Coherent Probabilistic Forecasting of Temporal Hierarchies	GluonTS	AISTATS 2023
probability	Traffic Electricity Weather ETT Wind	BVAE	Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement	Paddle	NeurIPS 2022
probability &	Stock Price Wind Speed	Volat	Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes	Code,GCode	ICML 2022
probability & Point & Others	electricity Yacht Boston, etc	AQF	Autoregressive Quantile Flows for Predictive Uncertainty Estimation	None	ICLR 2022
probability	IRIS Digits EightSchools	EMF	Embedded-model flows: Combining the inductive biases of model-free deep learning and explicit probabilistic modeling	Code	ICLR 2022
probability	Bike Sharing UCI NYU Depth v2	NatPN	Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions	Code	ICLR 2022
probability	Carbon Concrete Energy Housing,etc	β−NLL	On the Pitfalls of Heteroscedastic Uncertainty Estimation with Probabilistic Neural Networks	Code	ICLR 2022
probability & Point	CDP SLD	STZINB-GNN	Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks	Code	KDD 2022
probability & Point	Sichuan Panama	PrEF	PrEF: Probabilistic Electricity Forecasting via Copula-Augmented State Space Model	None	AAAI 2022
probability	ETT Solar Electricity	KLST	Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts	Code	IJCAI 2022
probability	Exchange Solar Electricity Traffic Wiki	EMSSM	Memory Augmented State Space Model for Time Series Forecasting	None	IJCAI 2022
Prediction Intervals	DMV Census Forest Power	Evaluation	Prediction Intervals for Learned Cardinality Estimation: An Experimental Evaluation	None	ICDE 2022
Periodic Forecasting	ETT Weather	DeepFS	Bridging Self-Attention and Time Series Decomposition for Periodic Forecasting	None	CIKM 2022
probability	Electricity Traffic Wiki M4	ISQF	Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting	GluonTS	AISTATS 2022
probability	M4 Traffic Electricity	Robust	Robust Probabilistic Time Series Forecasting	GluonTS	AISTATS 2022
probability	Electricity Traffic M4	MQF	Multivariate Quantile Function Forecaster	GluonTS	AISTATS 2022
probability	Electricity Traffic Wiki Azure	C2FAR	C2FAR: Coarse-to-Fine Autoregressive Networks for Precise Probabilistic Forecasting	Future	AISTATS 2022
Imputation & Probabilistic	PhysioNet Air Quality	CSDI	CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation	Code	NeurIPS 2021
probability	MIMIC-III EEG COVID-19	CF-RNN	Conformal Time-series Forecasting	Code	NeurIPS 2021
probability	CDC Flu	EPIFNP	When in Doubt: Neural Non-Parametric Uncertainty Quantification for Epidemic Forecasting	Code	NeurIPS 2021
probability	Basketball Weather	GLIM	Probability Paths and the Structure of Predictions over Time	R	NeurIPS 2021
probability	Facebook Meps Star Bike ,etc	LSF	Probabilistic Forecasting: A Level-Set Approach	GluonTS	NeurIPS 2021
probability	Solar Electricity Traffic Taxi Wikipedia	ProTran	Probabilistic Transformer For Time Series Analysis	None	NeurIPS 2021
Prediction Intervals	Solar Wind	EnbPI	Conformal prediction interval for dynamic time-series	Code	ICML 2021
probability	Exchange Solar Electricity Traffic Taxi Wiki	TimeGrad	Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting	Code	ICML 2021
probability & Point	PEMS03 PEMS04 PEMS07 PEMS08 Electricity Traffic , etc	AGCGRU	RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting	TF	ICML 2021
probability	Tourism Labour Traffic Wiki Electricity Traffic , etc	Hier-E2E	End-to-End Learning of Coherent Probabilistic Forecasts for Hierarchical Time Series	MXNet	ICML 2021
probability	Sine MNIST Billiards S&P Stock	Whittle	Whittle Networks: A Deep Likelihood Model for Time Series	TF	ICML 2021
probability	METR-LA PEMS-BAY PMU	GTS	Discrete Graph Structure Learning for Forecasting Multiple Time Series	Code	ICLR 2021
probability & Point	Exchange Solar Electricity Traffic Taxi Wikipedia	MAF	Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows	Code	ICLR 2021
probability	MNIST PhysioNet2012	PNCNN	Probabilistic Numeric Convolutional Neural Networks	None	ICLR 2021
probability & Point	Energy Wine Power MSD, etc	PGBM	Probabilistic Gradient Boosting Machines for Large-Scale Probabilistic Regression	Code	KDD 2021
probability	DiDICD	TrajNet	TrajNet: A Trajectory-Based Deep Learning Model for Traffic Prediction	None	KDD 2021
probability	Air Quality METR-LA COVID-19	UQ	Quantifying Uncertainty in Deep Spatiotemporal Forecasting	Code	KDD 2021
probability	Electricity Traffic Environment Air Quality Dewpoint,etc	VSMHN	Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting	Code	AAAI 2021
probability & Point	Traffic Electricity Wiki Solar Taxi	TLAE	Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting	None	AAAI 2021
probability	Patient EHR Public Health	UNITE	UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data	Code	WWW 2021
probability	Exchange Solar Electricity Traffic Wiki	ARSGLS	Deep Rao-Blackwellised Particle Filters for Time Series Forecasting	None	NeurIPS 2020
probability	Electricity Traffic Wind Solar M4	AST	Adversarial Sparse Transformer for Time Series Forecasting	Code	NeurIPS 2020
probability	Traffic Electricity	STRIPE	Probabilistic Time Series Forecasting with Shape and Temporal Diversity	Code	NeurIPS 2020
probability	Exchange Solar Electricity Wiki Traffic	NKF	Normalizing Kalman Filters for Multivariate Time Series Analysis	None	NeurIPS 2020
quantile	MIMIC-III	BJRNN	Frequentist Uncertainty in RNNs via Blockwise Influence Functions	Code	ICML 2020
probability	S&P 500 Electricity	Monte-Carlo	Adversarial Attacks on Probabilistic Autoregressive Forecasting Models	Code	ICML 2020
probability	Boston Concrete Energy Kin8nm Naval, etc	NGBoost	NGBoost: Natural Gradient Boosting for Probabilistic Prediction	Python	ICML 2020
probability	Physionet NHIS	DME	Deep Mixed Effect Model Using Gaussian Processes: A Personalized and Reliable Prediction for Healthcare	Code	AAAI 2020
probability	Exchange Solar Electricity Traffic NYCTaxi Wikipedia	copula	High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes	GluonTS	NeurIPS 2019
probability	Electricity Traffic NYCTaxi Uber	DF	Deep Factors for Forecasting	None	ICML 2019
probability	Weather	DUQ	Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting	Keras	KDD 2019
probability	JD50K	framework	Multi-Horizon Time Series Forecasting with Temporal Attention Learning	None	KDD 2019
probability	MIMIC-III	TPF	Temporal Probabilistic Profiles for Sepsis Prediction in the ICU	None	KDD 2019
probability	Electricity Traffic Wiki Dom	SQF	Probabilistic Forecasting with Spline Quantile Function RNNs	None	AISTATS 2019
probability	More	More	https://github.com/zzw-zwzhang/Awesome-of-Time-Series-Prediction	More

Time Series Imputation

Task	Data	Model	Paper	Code	Publication
Paper Nums: 30+
Imputation	TimesNet	HELIX	HELIX: Hybrid Encoding with Learnable Identity and Cross-dimensional Synthesis for Time Series Imputation	None	ICML 2026
Imputation	TimesNet		Rethinking Time-Series Imputation as Conditional Inference along Temporal Evolution	None	ICML 2026
Imputation	TimesNet	T1	T1: One-to-One Channel-Head Binding for Multivariate Time-Series Imputation	Code	ICLR 2026
Imputation	TimesNet		Time-Gated Multi-Scale Flow Matching for Time-Series Imputation	None	ICLR 2026
Imputation	Air Quality ECG	SaDiff	Self-attention-based Diffusion Model for Time-series Imputation in Partial Blackout Scenarios	None	AAAI 2025
Imputation	PM2.5 Sines	LSCD	LSCD: Lomb-Scargle Conditioned Diffusion for Irregular Time series Imputation	None	ICML 2025
Imputation	TimesNet	CaT-Diff	CaT-Diff: Cascaded Text-enhanced Diffusion Model for Time-Series Imputation	None	AAAI 2026
Imputation	Traffic Weather	MotifGNN	Motif-aware Graph Neural Networks for Networked Time Series Imputation	None	AAAI 2025
Imputation	METR-LA PEMS-BAY AQI	GSLI	Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales	Code	AAAI 2025
Imputation	METR-LA PEMS04 PEMS08	RDPI	RDPI: A Refine Diffusion Probability Generation Method for Spatiotemporal Data Imputation	Code	AAAI 2025
ImputeFormer	METR-LA PEMS-BAY PEMS03478 Solar CER-EN AQI	ImputeFormer	ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation	Code	KDD 2024
Imputation	AirQuality Stocks Electricity Energy	CTA	Continuous-time Autoencoders for Regular and Irregular Time Series Imputation	Code	WSDM 2024
Imputation	PM2.5 PhysioNet	CSBI	Provably Convergent Schrödinger Bridge with Applications to Probabilistic Time Series Imputation	Code	ICML 2023
Imputation	MIMIC-III PhysioNet	MNAR	Probabilistic Imputation for Time-series Classification with Missing Data	TF	ICML 2023
Imputation	Guangzhou Solar-energy Westminster	TIDER (EncDec,AR)	Multivariate Time-series Imputation with Disentangled Temporal Representations	Code	ICLR 2023
Imputation	COVID-19 AQ36 PeMS-BA PeMS-LA PeMS-SD	PoGeVon	Networked Time Series Imputation via Position-aware Graph Enhanced Variational Autoencoders	Author	KDD 2023
Imputation	PhysioNet Human Activity	Warpformer	Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series	Code	KDD 2023
Imputation	Air Quality METR-LA PEMS-BAY	PriSTI	PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation	Code	ICDE 2023
Imputation	PhysioNet12 PhysioNet19 MIMIC-III	DA-TASWDM	Density-Aware Temporal Attentive Step-wise Diffusion Model For Medical Time Series Imputation	None	CIKM 2023
Imputation	TEDDY CAMELS	TSEst	Attention-Based Multi-modal Missing Value Imputation for Time Series Data with High Missing Rate	Code	SDM 2023
Imputation	Air Quality METR-LA PEMS-BAY CER-E	GRIN (EncDec,AR)	Filling the G_ap_s-Multivariate Time Series Imputation by Graph Neural Networks	Code	ICLR 2022
Imputation	PhysioNet MIMIC-III Climate	HeTVAE (Attn,VAE)	Heteroscedastic Temporal Variational Autoencoder For Irregularly Sampled Time Series	Code	ICLR 2022
Imputation	MIMIC-III OPHTHALMIC MNIST Physionet	GIL (AR,Attn, GRADIENT LEARNING)	Gradient Importance Learning for Incomplete Observations	TF	ICLR 2022
Imputation	Chlorine level SML2010 Air Quality	D-NLMC	Dynamic Nonlinear Matrix Completion for Time-Varying Data Imputation	Matlab Author Github	AAAI 2022
Imputation	COMPAS Adult HSLS	ME	Online Missing Value Imputation and Change Point Detection with the Gaussian Copula	gcimpute	AAAI 2022
Imputation	Fair MIP Forest		Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values	None	AAAI 2022
Imputation	Chengdu New York	STCPA	Traffic Speed Imputation with Spatio-Temporal Attentions and Cycle-Perceptual Training	Code	CIKM 2022
Imputation	Nanjingyby PEMS08	AST-CMCN	Generative-Free Urban Flow Imputation	SenzhangWang	CIKM 2022
Imputation	Foursquare Gowalla	MDI-MG	Multi-task Generative Adversarial Network for Missing Mobility Data Imputation	None	CIKM 2022
Imputation	Self-defined	MACRO	Multi-Graph Convolutional Recurrent Network for Fine-Grained Lane-Level Traffic Flow Imputation	Code	ICDM 2022
Imputation	Physionet MIMIC-III Human Activity	mTAND	Multi-Time Attention Networks for Irregularly Sampled Time Series	Code	ICLR 2021
Imputation	METR-LA NREL USHCN SeData	IGNNK	Inductive Graph Neural Networks for Spatiotemporal Kriging	Code	AAAI 2021
Imputation	Activity PhysioNet Air Quality	SSGAN	Generative Semi-supervised Learning for Multivariate Time Series Imputation	Code	AAAI 2021
Imputation & Multivariat	PhysioNet Air Quality	CSDI	CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation	Code	NeurIPS 2021
Imputation & Prediction	VevoMusic WikiTraffic Los-Loop SZ-Taxi	Radflow	Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time Series	Code	WWW 2021
Imputation	PhysioNet Air Quality Gas Sensor	STING	STING: Self-attention based Time-series Imputation Networks using GAN	None	ICDM 2021
Imputation	Zero MICE SoftImpute GMMC GAIN	SN	Why Not to Use Zero Imputation? Correcting Sparsity Bias in Training Neural Networks	Future	ICLR 2020
Imputation	Beijing Air PhysioNet Porto Taxi London Weather	LGnet	Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values	None	AAAI 2020
Imputation	Sydney Melbourne Brisbane Perth, etc	SMV-NMF	A spatial missing value imputation method for multi-view urban statistical data	Matlab	IJCAI 2020
Imputation	PhysioNet Air Quality Wind	GANGRUI	Adversarial Recurrent Time Series Imputation	None	TNNLS 2020
Imputation	Healthcare Climate	GRU-ODE-Bayes	GRU-ODE-Bayes: Continuous Modeling of Sporadically-Observed Time Series	Code	NeurIPS 2019
Imputation	Toy	LatenODE	Latent Ordinary Differential Equations for Irregularly-Sampled Time Series	Code	NeurIPS 2019
Imputation	Sines Stocks Energy Events	TimeGAN	Time-series Generative Adversarial Networks	TF	NeurIPS 2019
Imputation	MIMIC-III UWaveGesture	Inter-net	Interpolation-Prediction Networks for Irregularly Sampled Time Series	Keras	ICLR 2019
Imputation	PhysioNet KDD2018	E2gan	E2gan: End-to-end generative adversarial network for multivariate time series imputation	TF	IJCAI 2019
Imputation	EC RV	STI	How Do Your Neighbors Disclose Your Information: Social-Aware Time Series Imputation	Code	WWW 2019

Time Series Anomaly Detection

Task	Data	Model	Paper	Code	Publication
Paper Nums: 30+
Anomaly Detection	TimesNet	CCM-TAD	Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series	None	ICML 2026
Anomaly Detection	MSL SMAP SWaT WADI PSM	COGNOS	COGNOS: Universal Enhancement for Time Series Anomaly Detection via Constrained Gaussian-Noise Optimization and Smoothing	None	ICML 2026
Anomaly Detection LLM	MSL SMAP	AnomSeer	AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection	None	ICML 2026
Open-Set Anomaly	UCR ASD PSM SMD	IMPACT	IMPACT: Influence Modeling for Open-Set Time Series Anomaly Detection	None	ICML 2026
Zero-Shot Anomaly	SMAP ECG	TimeRCD	Towards Foundation Models for Zero-Shot Time Series Anomaly Detection: Leveraging Synthetic Data and Relative Context Discrepancy	Code	ICML 2026
Change Point Detection	TimesNet		Online Change Point Detection for Multivariate Inhomogeneous Poisson Processes Time Series	None	ICML 2026
Anomaly Detection	TimesNet	TeamWork	TeamWork: Multivariate Time Series Anomaly Detection via Asymmetric Role-aware Channel Modeling	None	ICML 2026
Anomaly Detection		MindTS	Towards Multimodal Time Series Anomaly Detection with Semantic Alignment and Condensed Interaction	Code	ICLR 2026
Anomaly Detection	TimesNet		Low Rank Transformer for Multivariate Time Series Anomaly Detection and Localization	None	ICLR 2026
Anomaly Detection	Yahoo KPI WSD NAB		Contextual and Seasonal LSTMs for Time Series Anomaly Detection	Code	ICLR 2026
Anomaly Detection	TimesNet	ICDiffAD	ICDiffAD: Implicit Conditioning Diffusion Model for Time Series Anomaly Detection	None	ICLR 2026
Anomaly Detection	TimesNet		Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring	None	ICLR 2026
Anomaly Detection	TimesNet		When Foundation Models are One-Liners: Limitations and Future Directions for Time Series Anomaly Detection	None	ICLR 2026
Anomaly Detection	TimesNet		Complexity- and Statistics-Guided Anomaly Detection in Time Series Foundation Models	None	ICLR 2026
Anomaly Detection	PSM SWaT SMAP MSL SMD	PGRF-Net	PGRF-Net: A Prototype-Guided Relational Fusion Network for Diagnostic Multivariate Time-Series Anomaly Detection	None	ICLR 2026
Anomaly Detection	TSB-AD	PaAno	PaAno: Patch-Based Representation Learning for Time-Series Anomaly Detection	Code	ICLR 2026
Anomaly Detection	SMD SMAP MSL NAB	GCAD	GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality	Code	AAAI 2025
Anomaly Detection	MBA SMD WADI Exathlon	AP	When Will It Fail?: Anomaly to Prompt for Forecasting Future Anomalies in Time Series	Code	ICML 2025
Anomaly Detection	TimesNet	KAN-AD	KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks	Code	ICML 2025
Anomaly Detection	SWaT WADI PSM SMD MSL	CAROTS	Causality-Aware Contrastive Learning for Robust Multivariate Time-Series Anomaly Detection	Code	ICML 2025
Anomaly Detection	TimesNet	CANDI	CANDI: Curated Test-Time Adaptation for Multivariate Time-Series Anomaly Detection Under Distribution Shift	None	AAAI 2026
Anomaly Detection	TimesNet		DoKnowAD: Calibrating Normal Representations with Refined Domain Knowledge to Enhance Time Series Anomaly Detection	None	AAAI 2026
Anomaly Detection	TimesNet	VLM4TS	Harnessing Vision-Language Models for Time Series Anomaly Detection	Code	AAAI 2026
Anomaly Detection	TimesNet		State-Derivative-Aware Neural Controlled Differential Equations for Multivariate Time Series Anomaly Detection and Diagnosis	None	AAAI 2026
Anomaly Detection	SMD SMAP PSM MSL	TAIL-MIL	TAIL-MIL: Time-Aware and Instance-Learnable Multiple Instance Learning for Multivariate Time Series Anomaly Detection	Code	AAAI 2025
Anomaly Detection	SMD SWAT WADI PSM MSL	GraphMoE	Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection	None	AAAI 2025
Anomaly Detection	Yahoo KPI WSD NAB	FCVAE	Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective	Code	WWW 2024
Anomaly Detection	TODS ASD ECG PSM CompanyA	Dual-TF	Breaking the Time-Frequency Granularity Discrepancy in Time-Series Anomaly Detection	Code	WWW 2024
Anomaly Detection	SMD J-D1 J-D2 SMAP	LARA	LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection	None	WWW 2024
Anomaly Detection	SWaT WADI PSM SMD MSL SMAP Crediy Yahoo		When Model Meets New Normals: Test-Time Adaptation for Unsupervised Time-Series Anomaly Detection	Code	AAAI 2024
Anomaly Detection	SMD MSL SMAP SWaT PSM	MEMTO	MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection	No	NIPS 2023
Anomaly Detection	PSM SMD SWaT	D3R	Drift doesn’t Matter: Dynamic Decomposition with Diffusion Reconstruction for Unstable Multivariate Time Series Anomaly Detection	Code	NIPS 2023
Anomaly Detection	SWaT WADI PSM MSL SMD trimSyn	Framework	Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential Reconstruction	Code	NIPS 2023
Anomaly Detection	SMD MSL SMAP PSM DND	PUAD	Prototype-oriented unsupervised anomaly detection for multivariate time series	Code	ICML 2023
Anomaly Detection	UCR SMD	surrogate	Unsupervised Model Selection for Time Series Anomaly Detection	Author	ICLR 2023
Anomaly Detection	MSL SMAP PSM SMD	DCdetector	DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection	Code	KDD 2023
Anomaly Detection	MSL SWaT WADI	PoA	Precursor-of-Anomaly Detection for Irregular Time Series	Code	KDD 2023
Anomaly Detection	MSL SWaT PSM SMAP SMD	DiffAD	Imputation-based Time-Series Anomaly Detection with Conditional Weight-Incremental Diffusion Models	Code	KDD 2023
Anomaly Detection	SMD SMAP MSL SWaT	DAEMON	Adversarial Autoencoder for Unsupervised Time Series Anomaly Detection and Interpretation	Code	AAAI 2023
Anomaly Detection	SWaT WADI PSM MSL SMD	MTGFlow	Detecting Multivariate Time Series Anomalies with Zero Known Label	Code	AAAI 2023
Anomaly Detection	SWaT WADI SMAP MSL	DuoGAT	DuoGAT: Dual Time-oriented Graph Attention Networks for Accurate, Efficient and Explainable Anomaly Detection on Time-series	Code	CIKM 2023
Anomaly Detection	SWaT SMAP MSL PSM SMD	MadSGM	MadSGM: Multivariate Anomaly Detection with Score-based Generative Models	None	CIKM 2023
Anomaly Detection	SMD Boiler	ContexTDA	Context-aware Domain Adaptation for Time Series Anomaly Detection	None	SDM 2023
Anomaly Detection	AIOps UCR	COCA	Deep Contrastive One-Class Time Series Anomaly Detection	Merlion,Tsaug	SDM 2023
Anomaly Detection	DND SMD MSL SMAP	DVGCRN	Deep Variational Graph Convolutional Recurrent Network for Multivariate Time Series Anomaly Detection	Future	ICML 2022
Anomaly Detection	YelpChi Amazon T-Finance T-Social	BWGNN	Rethinking Graph Neural Networks for Anomaly Detection	Code	ICML 2022
Anomaly Detection	SMD PSM MSL&SMAP SWaT NeurIPS-TS	Anomaly Transformer	Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy	Code	ICLR 2022
Density Estimation & Anomaly Detection	PMU-B PMU-C SWaT METR-LA	GANF	Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series	Code	ICLR 2022
Anomaly Detection			Anomaly Detection for Tabular Data with Internal Contrastive Learning	None	ICLR 2022
Anomaly Detection	Machine-Temp NYCTaxi Twitter SWaT	algorithmic	Local Evaluation of Time Series Anomaly Detection Algorithms	Python	KDD 2022
Anomaly Detection	SWaT WADI HAI	FuSAGNet	Learning Sparse Latent Graph Representations for Anomaly Detection in Multivariate Time Series	Code	KDD 2022
Anomaly Detection	Slef-defined	RCAD	RCAD: Real-time Collaborative Anomaly Detection System for Mobile Broadband Networks	Code	KDD 2022
Anomaly Detection		AnomalyKiTS	AnomalyKiTS-Anomaly Detection Toolkit for Time Series	None	AAAI 2022
Anomaly Detection	SWaT WADI MSL SMAP SMD	PA	Towards a Rigorous Evaluation of Time-Series Anomaly Detection	None	AAAI 2022
Anomaly Detection	YAHOO SMAP MSL PSM	NCAD	Neural Contextual Anomaly Detection for Time Series	Future	IJCAI 2022
Anomaly Detection	SWaT WADI SMD PSM	GRELEN	GRELEN: Multivariate Time Series Anomaly Detection from the Perspective of Graph Relational Learning	None	IJCAI 2022
Anomaly Detection	MSL SMAP MNIST ,etc	CADET	CADET: Calibrated Anomaly Detection for Mitigating Hardness Bias	Future	IJCAI 2022
Anomaly Detection	ECG HAR MNIST		Understanding and Mitigating Data Contamination in Deep Anomaly Detection: A Kernel-based Approach	None	IJCAI 2022
Anomaly Detection	Business	SLA-VAE	A Semi-Supervised VAE Based Active Anomaly Detection Framework in Multivariate Time Series for Online Systems	None	WWW 2022
Anomaly Detection	KDDCUP99 NSL UNSW, etc	MemStream	MemStream: Memory-Based Streaming Anomaly Detection	Code	WWW 2022
Anomaly Detection	GD HSS ECG NAB Yahoo S5 2D SYN	RDAE	Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection	Author	ICDE 2022
Anomaly Detection	GD HSS ECG TD Yahoo S5	BiVQRAEs	Anomaly Detection in Time Series with Robust Variational Quasi-Recurrent Autoencoders	Code	ICDE 2022
Anomaly Detection	SWaT WADI BATADAL	MAD-SGCN	MAD-SGCN: Multivariate Anomaly Detection with Self-learning Graph Convolutional Networks	None	ICDE 2022
Anomaly Detection	NAB UCR MBA SMAP MSL SWaT WADI SMD MSDS	TranAD	TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data	Code	VLDB 2022
Anomaly Detection	KPI Yahoo SMAP MSL	TFAD	TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis	Code	CIKM 2022
Anomaly Detection	SMAP MSL SMD KARI Synthetic	Attack	Towards an Awareness of Time Series Anomaly Detection Models' Adversarial Vulnerability	Code	CIKM 2022
Anomaly Detection	Cora Citeseer PubMed Flickr ogbn-arxiv	LHML	Learning Hypersphere for Few-shot Anomaly Detection on Attributed Networks	Code	CIKM 2022
Anomaly Detection	RT NetSpd	RobustDTW	Robust Time Series Dissimilarity Measure for Outlier Detection and Periodicity Detection	None	CIKM 2022
Anomaly Detection	CIFAR-1 CIFAR-10 Caltech 10	SLA2	Self-supervision Meets Adversarial Perturbation: A Novel Framework for Anomaly Detection	Code	CIKM 2022
Anomaly Detection	SMD	FDRC	Online false discovery rate control for anomaly detection in time series	Nçone	NeurIPS 2021
Anomaly Detection	SWaT WADI SMD ASD	InterFusion	Multivariate Time Series Anomaly Detection and Interpretation using Hierarchical Inter-Metric and Temporal Embedding	TF	KDD 2021
Anomaly Detection	SMD SWaT PSM BKPI	RANSynCoders	Practical Approach to Asynchronous Multivariate Time Series Anomaly Detection and Localization	TF	KDD 2021
Anomaly Detection	PUMP WADI SWaT	NSIBF	Time Series Anomaly Detection for Cyber-physical Systems via Neural System Identification and Bayesian Filtering	TF	KDD 2021
Anomaly Detection	SWaT WADI	GDN	Graph Neural Network-Based Anomaly Detection in Multivariate Time Series	Code	AAAI 2021
Anomaly Detection	SMD SMAP MSL SWaT	DAEMON	DAEMON: Unsupervised Anomaly Detection and Interpretation for Multivariate Time Series	Future	ICDE 2021
Anomaly Detection	KPI Yahoo	FluxEV	FluxEV: A Fast and Effective Unsupervised Framework for Time-Series Anomaly Detection	Py	WSDM 2021
Anomaly Detection	DataLink	Benchmark	Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress	None	TKDE 2021
Earthquakes Detection	NIED	CrowdQuake	A Networked System of Low-Cost Sensors for Earthquake Detection via Deep Learning	TF	KDD 2020
Anomaly Detection	SWaT WADI SMD SMAP MSL Orange	USAD	USAD: UnSupervised Anomaly Detection on Multivariate Time Series	Code	KDD 2020
Anomaly Detection	NYC	CHAT	Cross-interaction hierarchical attention networks for urban anomaly prediction	None	IJCAI 2020
Anomaly Detection	NYC-Bike NYC-Taxi Weather NYC-POI NYC-Anomaly	DST-MFN	Deep Spatio-Temporal Multiple Domain Fusion Network for Urban Anomalies Detection	None	CIKM 2020
Anomaly Detection	SMAP MSL TSA	MTAD-GAT	Multivariate Time-Series Anomaly Detection via Graph Attention Network	TF Code	ICDM 2020
Anomaly Detection	SMAP MSL SMD	OmniAnomaly	Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network	TF	KDD 2019
Anomaly Detection	GeoLife TST	IRL-ADU	Sequential Anomaly Detection using Inverse Reinforcement Learning	None	KDD 2019
Anomaly Detection	donors census fraud celeba ,etc	DevNet	Deep Anomaly Detection with Deviation Networks	Keras Code	KDD 2019
Anomaly Detection	KPI Yahoo Microsoft	SR-CNN	Time-Series Anomaly Detection Service at Microsoft	None	KDD 2019
Anomaly Detection	power plant	MSCRED	A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data	TF	AAAI 2019
Anomaly Detection	ECG Motion	BeatGAN	BeatGAN: Anomalous Rhythm Detection using Adversarially Generated Time Series	Code	IJCAI 2019
Anomaly Detection	NAB ECG	OED	Outlier Detection for Time Series with Recurrent Autoencoder Ensembles	TF	IJCAI 2019
Anomaly Detection	KPIs	Buzz	Unsupervised Anomaly Detection for Intricate KPIs via Adversarial Training of VAE	TF	INFOCOM 2019
Anomaly Detection	KDDCUP Thyroid Arrhythmia KDDCUP-Rev	DAGMM	Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection	Code	ICLR 2018
Anomaly Detection	SMAP MSL	telemanom	Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding	TF	KDD 2018
Anomaly Detection	AD AID362 aPascal BM , etc	CINFO	Sparse Modeling-Based Sequential Ensemble Learning for Effective Outlier Detection in High-Dimensional Numeric Data	Matlab	AAAI 2018
Anomaly Detection	KPIs	Donut	Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications	TF	WWW 2018
Anomaly Detection	MAWI	DSPOT	Anomaly Detection in Streams with Extreme Value Theory	Python	KDD 2017
Anomaly Detection	Power Space Engine ECG	EncDec-AD	LSTM-based encoder-decoder for multi-sensor anomaly detection	Code	ICML 2016
Anomaly Detection	MORE	MORE	https://github.com/ZIYU-DEEP/IJCAI-Paper-List-of-Anomaly-Detection	MORE	IJCAI
Anomaly Detection	MORE	MORE	DeepTimeSeriesModel	MORE	MORE
Anomaly Detection	MORE	MORE	GuansongPang	MORE	MORE

Demand Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums: 30+
Travel Demand	CDP SLD	STTD	Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction	Code	CIKM 2023
Travel Demand	NYC Bike NYC Taxi	AGND	Adaptive Graph Neural Diffusion for Traffic Demand Forecasting	None	CIKM 2023
Traffic Demand	BJSubway NYCTaxi	CMOD	Continuous-Time and Multi-Level Graph Representation Learning for Origin-Destination Demand Prediction	Code	KDD 2022
Job Demand	IT FIN CONS	DH-GEM	Talent Demand-Supply Joint Prediction with Dynamic Heterogeneous Graph Enhanced Meta-Learning	Code	KDD 2022
Supply & Demand	JONAS-NYC JONAS-DC COVID-CHI COVID-US	EAST-Net	Event-Aware Multimodal Mobility Nowcasting	Code	AAAI 2022
Health Demand	Family Van	framework	Using Public Data to Predict Demand for Mobile Health Clinics	None	AAAI 2022
Traffic Demand	BJMetro NYCTaxi	HMOD	Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction	Code	IJCAI 2022
Traffic Demand	Chicago LosAngeles	STGNN-DJD	A Data-Driven Spatial-Temporal Graph Neural Network for Docked Bike Prediction	Code	ICDE 2022
OD Demand	Shanghai Changsha Beijing	CausalOD	Causal Learning Empowered OD Prediction for Urban Planning	Code	CIKM 2022
OD Demand	NYC Taxi Haikou SZMetro	HSTN	Origin-Destination Traffic Prediction based on Hybrid Spatio-Temporal Network	TF	ICDM 2022
Traffic Demand	NYC Bike NYC Taxi	CCRNN	Coupled Layer-wise Graph Convolution for Transportation Demand Prediction	Code	AAAI 2021
Traffic Demand	BaiduBJ BaiduSH	Ada-MSTNet	Community-Aware Multi-Task Transportation Demand Prediction	None	AAAI 2021
Job Demand	Online	TDAN	Talent Demand Forecasting with Attentive Neural Sequential Model	None	KDD 2021
Ambulance Demand	Tokyo	EMS-Pred	Forecasting Ambulance Demand with Profiled Human Mobility via Heterogeneous Multi-Graph Neural Networks	Code	ICDE 2021
Passenger Demand	TaxiNYC	SOUP	SOUP: A Fleet Management System for Passenger Demand Prediction and Competitive Taxi Supply	None	ICDE 2021
Passenger Demand	DiDiBJ DiDiSH	Gallat	Gallat: A Spatiotemporal Graph Attention Network for Passenger Demand Prediction	None	ICDE 2021
Traffic Demand Traffic Flow	Chengdu Xian	DeepTP	An Effective Joint Prediction Model for Travel Demands and Traffic Flows	None	ICDE 2021
Traffic Demand	DiDiCD NYCTaxi	DAGNN	Dynamic Auto-structuring Graph Neural Network-A Joint Learning Framework for Origin-Destination Demand Prediction	None	TKDE 2021
Traffic Demand	TaxiNYC CitiBikeNYC	MultiAttConvLSTM	Multi-level attention networks for multi-step citywide passenger demands prediction	None	TKDE 2021
Market Demand	Juhuasuan Tiantiantemai	RMLDP	Relation-aware Meta-learning for E-commerce Market Segment Demand Prediction with Limited Records	None	WSDM 2021
Metro Demand	MetroBJ2016 MetroBJ2018	CAS	Short-term origin-destination demand prediction in urban rail transit systems: A channel-wise attentive split-convolutional neural network method	None	Transportation Research Part C 2021
Metro Demand	MetroBJ2016 MetroBJ2018	ST-ED	Predicting origin-destination ride-sourcing demand with a spatio-temporal encoder-decoder residual multi-graph convolutional network	None	Transportation Research Part C 2021
Traffic Demand	Seattlebike	FairST	Fairness-Aware Demand Prediction for New Mobility	None	AAAI 2020
Drug Demand	Wikipedia	None	Predicting Drug Demand with Wikipedia Views: Evidence from Darknet Markets	None	WWW 2020
Traffic Demand	DiDiBJ DiDiSH	MPGCN	Predicting Origin-Destination Flow via Multi-Perspective Graph Convolutional Network	Code	ICDE 2020
Traffic Demand	NYC DiDiCD	MPGCN	Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage Graph Convolutional, Recurrent Neural Networks	TF	ICDE 2020
Traffic Demand	Bengaluru NYC	GraphLSTM	Grids Versus Graphs: Partitioning Space for Improved Taxi Demand-Supply Forecasts	Code	TITS 2020
Traffic Demand	NYCbike NYCtaxi	CoST-Net	Co-Prediction of Multiple Transportation Demands Based on Deep Spatio-Temporal Neural Network	None	KDD 2019
Traffic Demand	UCAR DiDiCD	GEML	Origin-Destination Matrix Prediction via Graph Convolution: a New Perspective of Passenger Demand Modeling	Keras	KDD 2019
Traffic Demand	NYCbike Meso West	CE-LSTM	Learning Heterogeneous Spatial-Temporal Representation for Bike-Sharing Demand Prediction	None	AAAI 2019
Traffic Demand	Beijing Shanghai	STMGCN	Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting	Code	AAAI 2019
Traffic Demand	NYC-TOD	CSTN	Contextualized Spatial–Temporal Network for Taxi Origin-Destination Demand Prediction	Keras	TITS 2019
Traffic Demand	NYCtaxi	MultiConvLSTM	Deep Multi-Scale Convolutional LSTM Network for Travel Demand and Origin-Destination Predictions	None	TITS 2019
Traffic Demand	PEMS	t-SNE	Estimating multi-year origin-destination demand using high-granular multi-source traffic data	None	Transportation Research Part C 2018

Time Series Generation

Task	Data	Model	Paper	Code	Publication
Paper Nums: 6
TS Generation	Solar Traffic Wind Temperature	Winformer	Winformer: Transcending Pairwise Similarity for Time-series Generation	None	ICML 2026
TS Generation Benchmark	TimesNet	ConTSG-Bench	ConTSG-Bench: A Unified Benchmark for Conditional Time Series Generation	Code	ICML 2026
Irregular TS Generation	TimesNet	MN-Diff	MN-Diff: Diffusion Parameterized MoE-NCDE for Continuous Time Series Generation with Irregular Observations	None	ICML 2026
TS Generation	TimesNet	TimeOmni-VL	TimeOmni-VL: Unified Models for Time Series Understanding and Generation	None	ICML 2026
TS Generation	Cryptocurrency	CTBench	CTBench: Cryptocurrency Time Series Generation Benchmark	None	ICLR 2026
TS Generation			Latent-to-Data Cascaded Diffusion Models for Unconditional Time Series Generation	None	ICLR 2026
TS Generation	fMRI		Functional MRI Time Series Generation via Wavelet-Based Image Transform and Spectral Flow Matching for Brain Disorder Identification	None	ICLR 2026
TS Generation	TimesNet	TSGDiff	TSGDiff: Rethinking Synthetic Time Series Generation from a Pure Graph Perspective	Code	AAAI 2026
TS Generation	TimesNet	DiM-TS	DiM-TS: Bridge the Gap Between Selective State Space Models and Time Series for Generative Modeling	None	AAAI 2026
TS Generation		BRIDGE	BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimisation and Diffusion Modelling	None	ICML 2025
TS Generation		VerbalTS	VerbalTS: Generating Time Series from Texts	None	ICML 2025
TS Generation	Sines Stocks Energy	PaD-TS	Population Aware Diffusion for Time Series Generation	Code	AAAI 2025
TS Generation		TimeDP	Learning to Generate Multi-Domain Time Series with Domain Prompts	Code	AAAI 2025
TS Generation	Stock Energy MuJoCo	ImagenTime	Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series	Code	NIPS 2024
TS Generation	AR1 Stock Energy Temperature ECG	FIDE	FIDE: Frequency-Inflated Conditional Diffusion Model for Extreme-Aware Time Series Generation	Code	NIPS 2024
TS Generation	Electricity Traffic Exchange M4 UberTLC Solar KDDCup Wikipedia	ANT	ANT: Adaptive Noise Schedule for Time Series Diffusion Models	glounts	NIPS 2024
TS Generation	Sines Stocks ETTh MuJoCo Energy Solar fMRI	SDformer	SDformer: Similarity-driven Discrete Transformer For Time Series Generation	Code	NIPS 2024
TS Generation	Sines Stocks ETTh MuJoCo Energy Solar fMRI	Diffusion-TS	Diffusion-TS: Interpretable Diffusion for General Time Series Generation	Code	ICLR 2024
TS Generation	FRED-MD NN5 Daily Temp Rain Solar Weekly	LS4	Deep Latent State Space Models for Time-Series Generation	Code	ICML 2023
TS Generation	He ́non maps Lorenz fMRI EEG	CR-VAE	Causal Recurrent Variational Autoencoder for Medical Time Series Generation	Code	AAAI 2023
TS Generation	ETTh1 ETTh2 US Births ILI	AEC-GAN	AEC-GAN: Adversarial Error Correction GANs for Auto-Regressive Long Time-Series Generation	Code	AAAI 2023
TS Generation	UCR	TimeVQVAE	Vector Quantized Time Series Generation with a Bidirectional Prior Model	Code	AISTATS 2023
TS Generation	USHCN KDD-CUP MIMIC-III	DGM	Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series	Code	AAAI 2021

Travel Time Estimation

Task	Data	Model	Paper	Code	Publication
Paper Nums:20+
OD TTE	DiDi Beijing	DutyTTE	DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation	None	AAAI 2025
Package Delivery TTE	Cainiao	GMDNet	GMDNet: A Graph-Based Mixture Density Network for Estimating Packages’ Multimodal Travel Time Distribution	Code	AAAI 2023
Delivery Time Estimation	Weihai Hangzhou	IGT	Inductive Graph Transformer for Delivery Time Estimation	Code	WSDM 2023
Delivery Time Estimation	JD and Amazon	STTD	Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction	Code	CIKM 2023
TTE	Jinan City Nanjing City	GBTTE	GBTTE: Graph Attention Network Based Bus Travel Time Estimation	None	CIKM 2023
TTE	Beijing Guangzhou	HierETA	Interpreting Trajectories from Multiple Views: A Hierarchical Self-Attention Network for Estimating the Time of Arrival	Code	KDD 2022
TTE	Beijing Porto	MetaER-TTE	MetaER-TTE: An Adaptive Meta-learning Model for En Route Travel Time Estimation	None	IJCAI 2022
TTE	Beijing Shanghai Tianjin	DuETA	DuETA: Traffic Congestion Propagation Pattern Modeling via Efficient Graph Learning for ETA Prediction at Baidu Maps	None	CIKM 2022
TTE	Baidu: Taiyuan Huizhou Hefei	SSML	SSML: Self-Supervised Meta-Learner for En Route Travel Time Estimation at Baidu Maps	Paddle	KDD 2021
TTE	DiDi: Shenyang	HetETA	HetETA: Heterogeneous Information Network Embedding for Estimating Time of Arrival	TF	KDD 2020
TTE	DiDi: Beijing Suzhou Shenyang	CompactETA	CompactETA: A Fast Inference System for Travel Time Prediction	None	KDD 2020
TTE	GTFS	BusTr	BusTr: Predicting Bus Travel Times from Real-Time Traffic	None	KDD 2020
TTE	Taiyuan Hefei Huizhou （Baidu）	BusTr	ConSTGAT: Contextual Spatial-Temporal Graph Attention Network for Travel Time Estimation at Baidu Maps	None	KDD 2020
TTE	NYC IST TKY	DeepJMT	Context-aware Deep Model for Joint Mobility and Time Prediction	None	WSDM 2020
TTE	Beijing Shanghai	TTPNet	TTPNet: A Neural Network for Travel Time Prediction Based on Tensor Decomposition and Graph Embedding	Code	TKDE 2020
TTE	DiDiBJ	RNML-ETA	Road Network Metric Learning for Estimated Time of Arrival	None	ICPR 2020
TTE	Cainiao	DeepETA	DeepETA: A Spatial-Temporal Sequential Neural Network Model for Estimating Time of Arrival in Package Delivery System	None	AAAI 2019
TTE	Beijing Shanghai	CTTE	Aggressive driving saves more time? Multi-task learning for customized travel time estimation	None	IJCAI 2019
TTE	Shanghai Porto	DeepI2T	Travel time estimation without road networks: an urban morphological layout representation approach	None	IJCAI 2019
TTE	Porto Chengdu	DeepIST	DeepIST: Deep Image-based Spatio-Temporal Network for Travel Time Estimation	TF	CIKM 2019
TTE	Singapore	AtHy-TNet	Path Travel Time Estimation using Attribute-related Hybrid Trajectories Network	None	CIKM 2019
TTE	BT-Traffic PEMS07 Q-traffic	NASF	Learning to Effectively Estimate the Travel Time for Fastest Route Recommendation	None	CIKM 2019
TTE	Chengdu Beijing	DeepTTE	When Will You Arrive? Estimating Travel Time Based on Deep Neural Networks	Code	AAAI 2018
TTE	PORTO SANFRANCISCO	NoisyOR	Predicting Vehicular Travel Times by Modeling Heterogeneous Influences Between Arterial Roads	None	AAAI 2018
TTE	MORE	MORE	github	MORE	MORE

Traffic Location Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums:20
Location	ETH+UCY SDD nuScenes SportVU		You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction	None	ICLR 2022
Location	Beijing Porto	MetaPTP	MetaPTP: An Adaptive Meta-optimized Model for Personalized Spatial Trajectory Prediction	Kai Zheng Code-None	KDD 2022
Location	BaiduApollo NGSIM	HeGA	HeGA: Heterogeneous Graph Aggregation Network for Trajectory Prediction in High-Density Traffic	Code	CIKM 2022
Location	ETH Hotel Univ Zara1 Zara2	SGTN	Social Graph Transformer Networks for Pedestrian Trajectory Prediction in Complex Social Scenarios	Code	CIKM 2022
Location	Gowalla Foursquare WiFi-Trace	GCDAN	Predicting Human Mobility via Graph Convolutional Dual-attentive Networks	Code	WSDM 2022
Location	MI SIP	CMT-Net	CMT-Net: A Mutual Transition Aware Framework for Taxicab Pick-ups and Drop-offs Co-Prediction	None	WSDM 2022
Location	Gowalla FS-NYC FS-TKY	MobTCast	MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction	Author	NeurIPS 2021
Location	ETH Hotel Univ Zara1 Zara2	CARPe	CARPe Posterum: A Convolutional Approach for Real-Time Pedestrian Path Prediction	Code	AAAI 2021
Location	ETH Hotel Univ Zara1 Zara2	TPNMS	Temporal Pyramid Network for Pedestrian Trajectory Prediction with Multi-Supervision	Code	AAAI 2021
Location	ETH Hotel Univ Zara1 Zara2	DMRGCN	Disentangled Multi-Relational Graph Convolutional Network for Pedestrian Trajectory Prediction	Code	AAAI 2021
Location	Gowalla Foursquare	BSDA	Location Predicts You: Location Prediction via Bi-direction Speculation and Dual-level Association	None	IJCAI 2021
Location	ETH-UCY Collisions NGsim Charges NBA	FQA	Multi-agent Trajectory Prediction with Fuzzy Query Attention	Code	NeurIPS 2020
Location	ETH-UCY Collisions NGsim Charges NBA	ARNN	An Attentional Recurrent Neural Network for Personalized Next Location Recommendation	None	AAAI 2020
Location	ETH Hotel Univ Zara1 Zara2	MDNLSTM	Multimodal Interaction-Aware Trajectory Prediction in Crowded Space	None	AAAI 2020
Location	Atlantic	OMuLeT	OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting	Matlab	AAAI 2020
Location	Gowalla Foursquare	Flashback	OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting	Code	IJCAI 2020
Location	CrowdCJ TrashBins B&B MYOPIC	MALMCS	Dynamic Public Resource Allocation Based on Human Mobility Prediction	Python	UbiComp 2020
Location	ETH Hotel Univ Zara1 Zara2	Social-BiGAT	Social-BiGAT: Multimodal Trajectory Forecasting using Bicycle-GAN and Graph Attention Networks	None	NeurIPS 2019
Location	Foursquare Gowalla	VANext	Predicting Human Mobility via Variational Attention	None	WWW 2019
Location	Flickr Foursquare Geolife	CATHI	Context-aware Variational Trajectory Encoding and Human Mobility Inference	None	WWW 2019
Location	ETH Hotel Univ Zara1 Zara2	STGAT	STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory Prediction	Code	ICCV 2019
Location	BaiduBJ	HST-LSTM	HST-LSTM: A Hierarchical Spatial-Temporal Long-Short Term Memory Network for Location Prediction	Code	IJCAI 2018
Location	Foursquare MobileAPP CellularSH	DeepMove	DeepMove: Predicting Human Mobility with Attentional Recurrent Networks	Code	WWW 2018
Location	MORE	MORE	github	Hao Xue	MORE
Location	MORE	MORE	https://github.com/Pursueee/Trajectory-Paper-Collation	Code	MORE

Event Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums:21
Crime Prediction	NYC Chicago	ST-HHOL	ST-HHOL: Spatio-Temporal Hierarchical Hypergraph Online Learning for Crime Prediction	Code	ICLR 2026
Event Prediction		TEN-DM	TEN-DM: Topology-Enhanced Diffusion Model for Spatio-Temporal Event Prediction	None	ICLR 2026
Crime Accident	Chicago LA	GeoPro-Net	GeoPro-Net: Learning Interpretable Spatiotemporal Prediction Models through Statistically-Guided Geo-Prototyping	None	AAAI 2025
ST Generation			Knowledge Graph Guided Heterogeneity-Informed Diffusion Model for Spatio-Temporal Generation	None	AAAI 2026
Event	ETT PM2.5 IndD	NsTKA	Non-stationary Time-aware Kernelized Attention for Temporal Event Prediction	Future	KDD 2022
Crime Prediction	Chicago Crime LA Crime	HAGEN	HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting	Code	AAAI 2022
Event	PEMS	AGWN	Early Forecast of Traffc Accident Impact Based on a Single-Snapshot Observation (Student Abstract)	Code	AAAI 2022
Event	SLA-VAE E-commerce	RETE	RETE: Retrieval-Enhanced Temporal Event Forecasting on Unified Query Product Evolutionary Graph	Code	WWW 2022
Event	NYC Chicago	GSNet	GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting	Code	AAAI 2021
Event	NYCIncidents CHIIncidents SFIncidents	STCGNN	Spatio-Temporal-Categorical Graph Neural Networks for Fine-Grained Multi-Incident Co-Prediction	Code	CIKM 2021
Event	Thailand Egypt India Russia Covid-19	CMF	Understanding Event Predictions via Contextualized Multilevel Feature Learning	None	CIKM 2021
Event Prediction	DJIA30 WebTraffic NetFlow ClockErr AbServe	EvoNet	Time-Series Event Prediction with Evolutionary State Graph	tf	WSDM 2021
Event	NYCIncidents CHIIncidents SFIncidents	PreView	Dynamic Heterogeneous Graph Neural Network for Real-time Event Prediction	None	KDD 2020
Event Prediction	MIMIC-III	DSSM	Deep State-Space Generative Model For Correlated Time-to-Event Predictions	None	KDD 2020
Event	Beijing Suzhou Shenyang	RiskOracle	RiskOracle: A Minute-Level Citywide Traffic Accident Forecasting Framework	TF	AAAI 2020
Event	NYCIncidents CHIIncidents	STrans	Hierarchically Structured Transformer Networks for Fine-Grained Spatial Event Forecasting	None	WWW 2020
Event	FewEvent	DMB-PN	Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection	dataset	WSDM 2020
Event	NYC SIP	RiskSeq	Foresee Urban Sparse Traffic Accidents: A Spatiotemporal Multi-Granularity Perspective	None	TKDE 2020
Event	MemeTracker Weibo	LANTERN	Learning Latent Process from High-Dimensional Event Sequences via Efficient Sampling	Code	NeurIPS 2019
Event	Graph Stack SmartHome CarIndicators	WGP-LN, FD-Dir	Uncertainty on Asynchronous Time Event Prediction	TF	NeurIPS 2019
Event	Thailand Egypt India Russia	DynamicGCN	Learning Dynamic Context Graphs for Predicting Social Events	Code	KDD 2019
Event	NYCCollision ChicagoCrime NYCTaxi	DMPP	Deep Mixture Point Processes: Spatio-temporal Event Prediction with Rich Contextual Information	None	KDD 2019
Event	Civil Air Quality	SIMDA	Incomplete Label Multi-Task Deep Learning for Spatio-Temporal Event Subtype Forecasting	None	AAAI 2019
Crime Prediction	NYC Crime NYC Anomaly Chicago Crime	MiST	MiST: A Multiview and Multimodal Spatial-Temporal Learning Framework for Citywide Abnormal Event Forecasting	None	WWW 2019
Event	NYCAccident NYCEvent	DFN	Deep Dynamic Fusion Network for Traffic Accident Forecasting	None	CIKM 2019
Event		Hetero-ConvLSTM	Hetero-ConvLSTM: A Deep Learning Approach to Traffic Accident Prediction on Heterogeneous Spatio-Temporal Data	None	KDD 2018

Stock Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums:50+
Stock Return Forecasting	CSI 300 CSI 500	UMI	Learning Universal Multi-level Market Irrationality Factors to Improve Stock Return Forecasting	Code	KDD 2025
Stock Pre-training	CSI 300 CSI 500	StockPT	Pre-training Time Series Models with Stock Data Customization	Code	KDD 2025
Stock Ranking	CSI 300 CSI 500	PDU	Progressive Dependency Representation Learning for Stock Ranking in Uncertain Risk Contrasting	Code	KDD 2025
Stock Forecasting	CSI 300 CSI 500	MLF	Multi-period Learning for Financial Time Series Forecasting	Code	KDD 2025
Stock Prediction	CSI 300 CSI 800 S&P 500	DHMoE	Diffusion Generated Hierarchical Multi-Granular Expertise for Stock Prediction	None	AAAI 2025
Alpha Factor Mining	CSI 300 CSI 500	AlphaForge	AlphaForge: A Framework to Mine and Dynamically Combine Formulaic Alpha Factors	Code	AAAI 2025
High-Frequency Risk Factor	A-share	HRFT	HRFT: Mining High-Frequency Risk Factor Collections End-to-End via Transformer	Code	WWW 2025
Stock Pattern Modeling	CSI 300 NASDAQ	MERA	MERA: Mixture of Experts with Retrieval-Augmented Representation for Modeling Diversified Stock Patterns	Code	WWW 2025
Stock Trend Prediction	CSI 300 CSI 800	DYCOR	DYCOR: Capturing Hidden Stock Relationships for Stock Trend Prediction	None	CIKM 2025
Chinese Stock Multimodal	CSMD	LightQuant	CSMD: Curated Multimodal Dataset for Chinese Stock Analysis	None	CIKM 2025
Stock Trend Prediction	NASDAQ NYSE	MSTNN	Multi-Scale Temporal Neural Network for Stock Trend Prediction Enhanced by Temporal Hyperedge Learning	None	IJCAI 2025
Stock Price Forecasting	A-share	COGRASP	COGRASP: Co-Occurrence Graph Based Stock Price Forecasting	None	IJCAI 2025
Financial News Dataset	S&P 500	FNSPID	FNSPID: A Comprehensive Financial News Dataset in Time Series	Code	KDD 2024
High-Frequency Trading	Crypto	MacroHFT	MacroHFT: Memory Augmented Context-aware Reinforcement Learning On High Frequency Trading	Code	KDD 2024
Stock Price Prediction	NASDAQ NYSE S&P500	StockMixer	StockMixer: A Simple Yet Strong MLP-Based Architecture for Stock Price Forecasting	Code	AAAI 2024
Stock Price Prediction	CSI 300 CSI 800	MASTER	MASTER: Market-Guided Stock Transformer for Stock Price Forecasting	Code	AAAI 2024
Stock Movement Prediction	Qin MAEC	ECHO-GL	ECHO-GL: Earnings Calls-Driven Heterogeneous Graph Learning for Stock Movement Prediction	Code	AAAI 2024
Portfolio Management	DJ 30 SP 500 HSI	EarnMore	Reinforcement Learning with Maskable Stock Representation for Portfolio Management in Customizable Stock Pools	Code	WWW 2024
Explainable Stock Prediction	ACL18 CMIN	SEP	Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models	Code	WWW 2024
Stock Earnings Forecasting	A-share	FinReport	FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model	Code	WWW 2024
Stock Price Prediction	CSI 300 CSI 800 S&P 500 NK225	MATCC	MATCC: A Novel Approach for Robust Stock Price Prediction Incorporating Market Trends and Cross-time Correlations	Code	CIKM 2024
Stock Movement Prediction	CIKM18 BIGDATA22		Explainable Stock Price Movement Prediction using Contrastive Learning	None	CIKM 2024
Stock Trend Prediction	CSI 300 CSI 800 S&P 500 NK225	LSR-IGRU	LSR-IGRU: Stock Trend Prediction Based on Long Short-Term Relationships and Improved GRU	Code	CIKM 2024
Stock Investment	NASDAQ NYSE	ADB-TRM	Automatic De-Biased Temporal-Relational Modeling for Stock Investment	None	IJCAI 2024
Stock Prediction	CSI 300 S&P 500	RSAP-DFM	RSAP-DFM: Regime-Shifting Adaptive Posterior Dynamic Factor Model for Stock Prediction	None	IJCAI 2024
Price Movement Forecasting	CSI 300 Crypto	LARA	Trade When Opportunity Comes: Price Movement Forecasting via Locality-Aware Attention and Iterative Refinement Labeling	None	IJCAI 2024
Stock Trend Prediction	CSI 300 CSI 500	DoubleAdapt	DoubleAdapt: A Meta-learning Approach to Incremental Learning for Stock Trend Forecasting	Code	KDD 2023
Stock Movement Prediction	ACL18 DJIA	PEN	PEN: Prediction-Explanation Network to Forecast Stock Price Movement with Better Explainability	TF	AAAI 2023
Stock Prediction	NASDAQ NYSE CSI	RT-GCN	Relational Temporal Graph Convolutional Networks for Ranking-Based Stock Prediction	Code	ICDE 2023
Stock Movement Prediction	S&P 500	ESTIMATE	Efficient Integration of Multi-Order Dynamics and Internal Dynamics in Stock Movement Prediction	Code	WSDM 2023
Stock Price Prediction	ACL18	D-va	Diffusion Variational Autoencoder for Tackling Stochasticity in Multi-Step Regression Stock Price Prediction	Gluonts	CIKM 2023
Stock Price Prediction	CSI 300 CSI 500 CSI 800	CISP	Follow the Will of the Market: A Context-Informed Drift-Aware Method for Stock Prediction	None	CIKM 2023
Stock Movement Prediction	Calls	NumHTML	NumHTML: Numeric-Oriented Hierarchical Transformer Model for Multi-task Financial Forecasting	Future,Author	AAAI 2022
Stock Prediction	NASDAQ NYSE TSE	ALSP-TF	Adaptive Long-Short Pattern Transformer for Stock Investment Selection	None	IJCAI 2022
Stock Prediction	S&P 500 Ashare&HK	HISN	Heterogeneous Interactive Snapshot Network for Review-Enhanced Stock Profiling and Recommendation	None	IJCAI 2022
Stock Prediction	S&P500 CSI300 Twitter	THGNN	Temporal and Heterogeneous Graph Neural Network for Financial Time Series Prediction	None	CIKM 2022
Stock Prediction	CSI800	PASN	Pattern Adaptive Specialist Network for Learning Trading Patterns in Stock Market	None	CIKM 2022
Stock Movement Prediction	NASDAQ Bitcoin	KHIT	Kernel-based Hybrid Interpretable Transformer for High-frequency Stock Movement Prediction	None	ICDM 2022
Stock Movement Prediction	CSI800	TRA	Learning Multiple Stock Trading Patterns with Temporal Routing Adaptor and Optimal Transport	Code	KDD 2021
Stock Movement Prediction	ACL18 KDD17 NDX100 CSI300 NI225 FTSE100	DTML	Accurate Multivariate Stock Movement Prediction via Data-Axis Transformer with Multi-Level Contexts	None	KDD 2021
Stock Prediction	Self-defined	AD-GAT	Modeling the Momentum Spillover Effect for Stock Prediction via Attribute-Driven Graph Attention Networks	Code	AAAI 2021
Stock Selection	NASDAQ NYSE TSE	STHAN-SR	Stock Selection via Spatiotemporal Hypergraph Attention Network: A Learning to Rank Approach	None	AAAI 2021
Stock Movement Prediction	TPX500	CGM	Long-term, Short-term and Sudden Event: Trading Volume Movement Prediction with Graph-based Multi-view Modeling	Code	IJCAI 2021
Stock Trend Prediction	CSI300 SPX TOPIX-100	HATR	Hierarchical Adaptive Temporal-Relational Modeling for Stock Trend Prediction	None	IJCAI 2021
Stock Movement Prediction	NASDAQ NYSE TSE China & HK	HyperStockGAT	Learning Multiple Stock Trading Patterns with Temporal Routing Adaptor and Optimal Transport	None	WWW 2021
Stock Trend Prediction	CSI300 CSI500	REST	REST: Relational Event-driven Stock Trend Forecasting	None	WWW 2021
Stock Trend Prediction	CSI300 CSI800 NASDAQ100	CMLF	Stock Trend Prediction with Multi-granularity Data: A Contrastive Learning Approach with Adaptive Fusion	Code	CIKM 2021
Stock Movement Prediction	Self-defined	MFN	Incorporating Expert-Based Investment Opinion Signals in Stock Prediction: A Deep Learning Framework	None	AAAI 2020
Stock Movement Prediction	TPX500 TPX100	LSTM-RGCN	Modeling the Stock Relation with Graph Network for Overnight Stock Movement Prediction	Code	IJCAI 2020
Stock Movement Prediction	NASDAQ ChinaAShare	HMG-TF	Hierarchical Multi-Scale Gaussian Transformer for Stock Movement Prediction	None	IJCAI 2020
Stock Trend Prediction	FI-2010 CSI-2016	MTDNN	Multi-scale Two-way Deep Neural Network for Stock Trend Prediction	Future	IJCAI 2020
Stock Price Forecasting	Self-defined	Dandelion	Domain adaptive multi-modality neural attention network for financial forecasting	Sklearn	WWW 2020
Stock Volatility Forecasting	Calls	HTML	Hierarchical Transformer-based Multi-task Learning for Volatility Prediction	Code	WWW 2020
Quantitative Investments	Self-defined	KGEEF	Knowledge Graph-based Event Embedding Framework for Financial Quantitative Investments	None	SIGIR 2020
Stock Price Prediction	TAQ	GARCH-LSTM	Price Forecast with High-Frequency Finance Data: An Autoregressive Recurrent Neural Network Model with Technical Indicators	None	CIKM 2020
Stock Movement Prediction	HATS	STHGCN	Spatiotemporal hypergraph convolution network for stock movement forecasting	Code	ICDM 2020
Stock Market Prediction	Nikkei	GNNs	Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis	None	NeurIPSw 2019
Stock Trend Prediction	ChineseStock	IMTR	Investment Behaviors Can Tell What Inside: Exploring Stock Intrinsic Properties for Stock Trend Prediction	None	KDD 2019
Stock Movement Prediction	CSI200 CSI300 CSI500	RNN-MRFs	Multi-task Recurrent Neural Networks and Higher-order Markov Random Fields for Stock Price Movement Prediction: Multi-task RNN and Higer-order MRFs for Stock Price Classification	None	KDD 2019
Stock Movement Prediction	Self-defined	TTIO	Individualized Indicator for All: Stock-wise Technical Indicator Optimization with Stock Embedding	None	KDD 2019
Stock Movement Prediction	ACL18 KDD17 NDX100 CSI300 NI225 FTSE100	Adv-ALSTM	Enhancing stock movement prediction with adversarial training	TF	IJCAI 2019
Stock Prediction	NASDAQ NYSE	RSR	Temporal Relational Ranking for Stock Prediction	TF	TOIS 2019
Stock Movement Prediction	Self-defined	StockNet	Stock Movement Prediction from Tweets and Historical Prices	TF	ACL 2018
Stock Trend Prediction	Self-defined	HAN	Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction	TF	WSDM 2018
Stock Price Prediction	Self-defined	SFM	Stock Price Prediction via Discovering Multi-Frequency Trading Patterns	Keras	KDD 2017
Stock Movement Prediction	NASDAQ NYSE	KGEB-CNN	Knowledge-Driven Event Embedding for Stock Prediction	None	COLING 2016

Other Forecasting

Task	Data	Model	Paper	Code	Publication
Paper Nums:40+
TSC	TimesNet	CURE	CURE: Context-driven Diffusion with Progressive Expansion for Single Domain Generalization in Time Series Classification	None	ICML 2026
TSC	TimesNet	Time-CoT	Time-CoT: Hierarchical Reasoning with Temporal Semantic Codes for Multivariate Time Series Classification	None	ICML 2026
TSC Medical	ECG EEG MIMIC	MedMamba	MedMamba: Multi-View State Space Models with Adaptive Graph Learning for Medical Time Series Classification	None	ICML 2026
Foundation TSC	UCR UEA	Mantis	Mantis: Lightweight Foundation Model for Time Series Classification	Code	ICML 2026
Irregular TSC	TimesNet		One-Step Graph-Structured Neural Flows for Irregular Multivariate Time Series Classification	None	ICML 2026
XAI TS	Healthcare Finance	Delta-XAI	Delta-XAI: A Unified Framework for Explaining Prediction Changes in Online Time Series Monitoring	Code	ICLR 2026
XAI TS	TimesNet	TimeSeg	TimeSeg: An Information-Theoretic Segment-Wise Explainer for Time-Series Predictions	None	ICLR 2026
TSC	Irregular TS	PYRREGULAR	PYRREGULAR: A Unified Framework for Irregular Time Series, with Classification Benchmarks	Code	ICLR 2026
TSC	UEA	MambaSL	MambaSL: Exploring Single-Layer Mamba for Time Series Classification	None	ICLR 2026
TSC	UEA	TIMESLIVER	TIMESLIVER: SYMBOLIC-LINEAR DECOMPOSITION FOR EXPLAINABLE TIME SERIES CLASSIFICATION	Code	ICLR 2026
TSC	UCR UEA	CauKer	CauKer: Classification Time Series Foundation Models Can Be Pretrained on Synthetic Data	Code	ICLR 2026
TSC	ECG EEG	FORMED	Repurposing Foundation Model for Generalizable Medical Time Series Classification	Code	ICLR 2026
TSC	UCR		Language Pre-training Guided Masking Representation Learning for Time Series Classification	None	AAAI 2025
TSC	UCR	FreqRes	Spectral-Aware Reservoir Computing for Fast and Accurate Time Series Classification	None	ICML 2025
TSC	UCR UEA	FIC-TSC	FIC-TSC: Learning Time Series Classification with Fisher Information Constraint	None	ICML 2025
TSC	UCR	SoftShape	Learning Soft Sparse Shapes for Efficient Time-Series Classification	Code	ICML 2025
TSC	UCR	UniShape	A Unified Shape-Aware Foundation Model for Time Series Classification	Code	AAAI 2026
TSC	ECG Medical	MedSpaformer	MedSpaformer: A Transferable Transformer with Multi-Granularity Token Sparsification for Medical Time Series Classification	None	AAAI 2026
XAI TSC	UEA	CONFETTI	Counterfactual eXplainable AI (XAI) Method for Deep Learning-Based Multivariate Time Series Classification	None	AAAI 2026
TSC	UEA	EdgeMTSC	EdgeMTSC: A Lightweight Large-Kernel ConvNet for Multivariate Time Series Classification	None	AAAI 2026
Irregular TSC		FlowPath	FlowPath: Learning Data-Driven Manifolds with Invertible Flows for Robust Irregularly-sampled Time Series Classification	None	AAAI 2026
TSC	UEA	SVGL	SVGL: Scale-Variable Graph Learning in Model Space for Multivariate Time Series Classification	None	AAAI 2026
Irregular TSC			Beyond Missing Data Imputation: Information-Theoretic Coupling of Missingness and Class Imbalance for Optimal Irregular Time Series Classification	None	AAAI 2026
Foundation Few-shot	HAR	DeepSenseMoE	DeepSenseMoE: Harnessing Power of Time Series Foundation Models for Few-Shot Human Activity Recognition	None	AAAI 2026
TSC	UCR		Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification	None	AAAI 2025
TSC	UEA	MPTSNet	MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification	Code	AAAI 2025
Foundation Multimodal		ChatTime	ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data	Code	AAAI 2025
Event TS	Weather Finance Healthcare	TimeCAP	TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents	Code	AAAI 2025
Sensor Calibration		TESLA	Real-time Calibration Model for Low-cost Sensor in Fine-grained Time series	Code	AAAI 2025
Water Temperature Prediction	Delaware River Basin	SR-MTL	Meta-Transfer-Learning for Time Series Data with Extreme Events: An Application to Water Temperature Prediction	None	CIKM 2023
Telecommunication Traffic Forecasting	Milan (MI) Trentino (TN)	TMLM	Telecommunication Traffic Forecasting via Multi-task Learning	Author	WSDM 2022
Bitcoin Volatility Forecasting	Twitter	D-TCN	Ask "Who", Not "What": Bitcoin Volatility Forecasting with Twitter Data	TF	WSDM 2022
Rating Migration Prediction	Self	META	Multi-task Envisioning Transformer-based Autoencoder for Corporate Credit Rating Migration Early Prediction	None	KDD 2022
COVID-19 Prediction	TokyoCOVID19	SAB-GNN	Multiwave COVID-19 Prediction from Social Awareness Using Web Search and Mobility Data	Code	KDD 2022
Service Time Prediction	DowBJ SubBJ	MetaSTP	Service Time Prediction for Delivery Tasks via Spatial Meta-Learning	None	KDD 2022
Physician Burnout Prediction	EHR Burnout	HiPAL	HiPAL: A Deep Framework for Physician Burnout Prediction Using Activity Logs in Electronic Health Records	TF	KDD 2022
Crop Yield Prediction	American Crop	GNN-RNN	A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction	None	AAAI 2022
Epidemic Prediction	Globe US-State US-County	CausalGNN	CausalGNN: Causal-based Graph Neural Networks for Spatio-Temporal	Future	AAAI 2022
Soil Moisture Forecasting	Spain USA	DGLR	Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture	Code	IJCAI 2022
Disease Prediction	Disease Tumors	PopNet	PopNet: Real-Time Population-Level Disease Prediction with Data Latency	Code	WWW 2022
FakeNews Detection	Snop PolitiFact	GET	Evidence-aware Fake News Detection with Graph Neural Networks	Keras	WWW 2022
Crime Prediction	NYC Chicago	ST-HSL	Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction	Code	ICDE 2022
Popularity Prediction	WbTopic WbRepost Twitter	HERI-GCN	Deep Popularity Prediction in Multi-Source Cascade with HERI-GCN	Code	ICDE 2022
Parking Pricing	SFMTA SDOT	None	Prediction-based One-shot Dynamic Parking Pricing	None	CIKM 2022
Future Citation	APS AMiner	DGNI	Modeling Dynamic Heterogeneous Graph and Node Importance for Future Citation Prediction	None	CIKM 2022
Pandemic Forecasting	Large-MG	HiSTGNN	Hierarchical Spatio-Temporal Graph Neural Networks for Pandemic Forecasting	None	CIKM 2022
Search Traffic Forecasting	M5 FGSF SQTE	STARDOM	STARDOM: Semantic Aware Deep Hierarchical Forecasting Model for Search Traffic Prediction	None	CIKM 2022
Crime Prediction	NYC Chicago	LTFMs	Locality Aware Temporal FMs for Crime Prediction	None	CIKM 2022
Energy Markets	Nordpool	None	A Graph-based Spatiotemporal Model for Energy Markets	None	CIKM 2022
Denoised Health Risk Prediction	EHR	MedSkim	MedSkim: Denoised Health Risk Prediction via Skimming Medical Claims Data	Code	ICDM 2022
Demand Prediction	E-Commerce M5	Forchestra	A Large-Scale Ensemble Learning Framework for Demand Forecasting	Code	ICDM 2022
Transfer Traffic Flow Prediction	ShanghaiBIKE NanjingBus HaikouDiDi	CCMHC	Exploiting Hierarchical Correlations for Cross-City Cross-Mode Traffic Flow Prediction	Code	ICDM 2022
Precipitation Nowcasting	ERA5 WeatherBench	SCC-ConvLSTM	Spatiotemporal Contextual Consistency Network for Precipitation Nowcasting	Future	ICDM 2022
Transfer Traffic Flow Prediction	Shenzhen HB Chengdu Xian	Mest-GAN	Mest-GAN: Cross-City Urban Traffic Estimation with Meta Spatial-Temporal Generative Adversarial Networks	None	ICDM 2022
Transfer Human Mobility Prediction	Houston Iowa City	STORM-GAN	STORM-GAN: Spatio-Temporal Meta-GAN for Cross-City Estimation of Human Mobility Responses to COVID-19	Code	ICDM 2022
Transfer Traffic Flow Prediction	Shenzhen HB Chengdu Xian	STrans-GAN	STrans-GAN: Spatially-Transferable Generative Adversarial Networks for Urban Traffic Estimation	None	ICDM 2022
Churn Prediction	Beidian Epinions	CFChurn	A Counterfactual Modeling Framework for Churn Prediction	Code	WSDM 2022
Streaming Traffic Flow	PEMS03	TrafficStream	TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning	Code	IJCAI 2021
Crime Prediction	NYC Chicago	ST-SHN	Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning	TF	IJCAI 2021
Purchase Intent Forecasting	JD-e-commerce	CHTR	Purchase Intent Forecasting with Convolutional Hierarchical Transformer Networks	None	ICDE 2021
Popularity Prediction	Tmall	ATNN	Adversarial Two-Tower Neural Network for New Item’s Popularity Prediction in E-commerce	None	ICDE 2021
Career Trajectory Prediction	Company Position	TACTP	Variable Interval Time Sequence Modeling for Career Trajectory Prediction: Deep Collaborative Perspective	None	WWW 2021
Health Prediction	NASH AD	UNITE	UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data	Code	WWW 2021
COVID-19 Forecasting	JHUCSSE	HierST	HierST: A Unified Hierarchical Spatial-temporal Framework for COVID-19 Trend Forecasting	Code	CIKM 2021
Failure Prediction	Water Pipe Sewer Pipe	FP	Failure Prediction for Large-scale Water Pipe Networks Using GNN and Temporal Failure Series	None	CIKM 2021
Publication Prediction	CSJ CSC	VPALG	VPALG: Paper-publication Prediction with Graph Neural Networks	None	CIKM 2021
Water Quality Prediction		PDE-DGN	Partial Differential Equation Driven Dynamic Graph Networks for Predicting Stream Water Temperature	None	ICDM 2021
Risk Prediction	COPD HeartFailure KidneyDiseases	HiTANet	HiTANet: Hierarchical Time-Aware Attention Networks for Risk Prediction on Electronic Health Records	Code	KDD 2020
Sales Prediction	anonymized	CARNN	Attention based Multi-Modal New Product Sales Time-series Forecasting	Code	KDD 2020
Economy Prediction	IRS	AMCN	Attentional Multi-graph Convolutional Network for Regional Economy Prediction with Open Migration Data	None	KDD 2020
Food Demand	Ele.me	OFCT	Order Fulfillment Cycle Time Estimation for On-Demand Food Delivery	None	KDD 2020
Parking Prediction	Beijing Shanghai	SHARE	Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction	Code	AAAI 2020
Mortality Risk Prediction	MIMIC-III eICU	DATA-GRU	DATA-GRU: Dual-Attention Time-Aware Gated Recurrent Unit for Irregular Multivariate Time Series	None	AAAI 2020
Parking Prediction	Ningbo Changsha	PewLSTM	PewLSTM: Periodic LSTM with Weather-Aware Gating Mechanism for Parking Behavior Prediction	Code	IJCAI 2020
Health Risk Prediction	MIMIC-III ESRD	StageNet	StageNet: Stage-Aware Neural Networks for Health Risk Prediction	Code	WWW 2020
Micro-video Popularity Prediction	Xigua	MMVED	A Multimodal Variational Encoder-Decoder Framework for Micro-video Popularity Prediction	TF	WWW 2020
Drug Demand Prediction	Wikipedia		Predicting Drug Demand with Wikipedia Views: Evidence from Darknet Markets	None	WWW 2020
Epidemic Prediction	IDWR CDC US-HHS	Cola-GNN	Cola-GNN: Cross-location Attention based Graph Neural Networks for Long-term ILI Prediction	Code	CIKM 2020
Risk Prediction	HeartFailure KidneyDisease Dementia	LSAN	LSAN: Modeling Long-term Dependencies and Short-term Correlations with Hierarchical Attention for Risk Prediction	Code	CIKM 2020
Lightning Prediction	Lightning	HSTN	A Heterogeneous Spatiotemporal Network for Lightning Prediction	Future	ICDM 2020
Disease Prediction	mPower	RNNODE	Predicting Parkinson’s Disease with Multimodal Irregularly Collected Longitudinal Smartphone Data	None	ICDM 2020
Turbulence Prediction	Turbulence	T^2-Net	T^2-Net: A Semi-Supervised Deep Model for Turbulence Forecasting	None	ICDM 2020
Popularity Prediction	Sina Weibo	CoupledGNN	Popularity Prediction on Social Platforms with Coupled Graph Neural Networks	TF	WSDM 2020
Job Mobility Prediction	Self	HCPNN	A Hierarchical Career-Path-Aware Neural Network for Job Mobility Prediction	Python	KDD 2019
Lightning Prediction	Lightning	LightNet	LightNet: A Dual Spatiotemporal Encoder Network Model for Lightning Prediction	Keras	KDD 2019
Diagnosis Prediction	MIMICIII	MNN	MNN: Multimodal Attentional Neural Networks for Diagnosis Prediction	None	IJCAI 2019
Crime Prediction	CrimeCHI CrimeNYC	NN-CCRF	Neural Network based Continuous Conditional Random Field for Fine-grained Crime Prediction	None	IJCAI 2019
Talent Flow Forecasting	OPNs	ETF	Large-Scale Talent Flow Forecast with Dynamic Latent Factor Model?	None	WWW 2019
Sales Prediction	Snack PG&U	DSF	A Deep Neural Framework for Sales Forecasting in E-Commerce	None	CIKM 2019
Load Prediction	Charging Stations	HCFN	Heterogeneous Components Fusion Network for Load Forecasting of Charging Stations	None	CIKM 2019
Mortality Risk Prediction	PUB MIMIC-III	UA-CRNN	UA-CRNN: Uncertainty-Aware Convolutional Recurrent Neural Network for Mortality Risk Prediction	None	CIKM 2019
House Price Prediction	NYCHouse BJHouse	FTD_DenseNet	An Integrated Model for Urban Subregion House Price Forecasting: A Multi-source Data Perspective	None	ICDM 2019
Water Quality Prediction		TC	Predicting Water Quality for the Woronora Delivery Network with Sparse Samples	None	ICDM 2019

Conferences

❗ It is highly recommended to utilize dblp and Aminer (in Chinese) to search.

Some more useful websites:

• CCF conference deadlines: https://ccfddl.github.io/
• Conference eye (会议之眼): https://www.conferenceeye.cn/#/layout/home
• Call4Papers: http://123.57.137.208/ccf/ccf-8.jsp
• Conference list: http://www.conferencelist.info/upcoming.html
• PMLR: https://proceedings.mlr.press/ （contains ICML, AISTATS, ACML, UAI, etc）

Table of Conferences

Conference	Approximate submission time
IJCAI	1.14~2.15
ICML	1.23~2.24
KDD	2.3~2.17
CIKM	5.15~5.26
NeurIPS	5.18~6.5
ICDM	6.5~6.17
WSDM	7.17~8.16
AAAI	9.5~9.15
ICLR	9.25~10.27
WWW	10.14~11.5
ICDE-1	6.1~7.21
ICDE-2	10.1~11.17
Approximate conference submission times from the most recent 7 years.

Conference (Journal) CCF Ranks

Conference (Journal)	CCF Rank
ICML	A
NeurIPS	A
ICLR	None but top
KDD	A
AAAI	A
IJCAI	A
ICDE	A
WWW	A
ACL	A
INFOCOM	A
SIGIR	A
VLDB	A
UbiComp	A
TKDE	A
TPAMI	A
TOIS	A
CIKM	B
ICDM	B
WSDM	B
COLING	B
TNNLS	B
TITS	B
AISTATS	C but top
ICPR	C
Transportation Research Part C	SCI 1 Top

Note that: AISTATS is CCF C but is top in computational mathematics (such as for probabilistic problems).

ICML

Proceeding Page https://proceedings.mlr.press/ Homepage https://icml.cc

Conference	Source	Deadline	Notification
ICML 2022	https://icml.cc/Conferences/2022/Schedule	Jan 27, 2022
ICML 2021	https://icml.cc/Conferences/2021/Schedule
ICML 2020	https://icml.cc/Conferences/2020/Schedule
ICML 2019	https://icml.cc/Conferences/2019/Schedule

NeurIPS

All Links

ICLR

Finding it on openreview:

Homepage https://openreview.net/group?id=ICLR.cc

Conference	Source	Deadline	Notification
ICLR 2022	https://openreview.net/group?id=ICLR.cc/2022/Conference	Oct 06 '21	Jan 24 '22
ICLR 2021	https://openreview.net/group?id=ICLR.cc/2021/Conference
ICLR 2020	https://openreview.net/group?id=ICLR.cc/2020/Conference

KDD

Format : https://www.kdd.org/kdd20xx/accepted-papers

Conference	Source	Deadline	Notification
KDD-22		Feb 10th, 2022	May 19th, 2022
KDD-21	Link
KDD-20	Link
KDD-19	Link
KDD-18	Link
KDD-17	Link

AAAI

Conference	Source	Deadline	Notification
AAAI-22	Link	September 8, 2021	November 29, 2021
AAAI-21	Link
AAAI-20	Link
AAAI-19	Link
AAAI-18	Link
AAAI-17	Link
AAAI-16	Link
AAAI-15	Link
AAAI-14	Link
AAAI-13	Link

IJCAI

Conference	Source	Deadline	Notification
IJCAI-22	Link
IJCAI-21	Link
IJCAI-20	Link
IJCAI-19	Link
IJCAI-18	Link
IJCAI-17	Link
IJCAI-16	Link
IJCAI-15	Link
IJCAI-14	None

ICDE

IEEE International Conference on Data Engineering

All Links

WWW

TheWebConf

Conference	Source	Deadline	Notification
WWW-22	Link	2021-10-21 ...	2022-01-13 ...
WWW-21	Link
WWW-20	Link
WWW-19	Link
WWW-18	Link
WWW-17	Link

CIKM

The Conference on Information and Knowledge Management

All Links

ICDM

IEEE International Conference on Data Mining

All Links

WSDM

ACM Web Search and Data Mining

All Links