Models.md

General Collaborative Filtering

Model	Conference	Paper
LightGCN	SIGIR'20	LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation
SGL	SIGIR'21	Self-supervised Graph Learning for Recommendation
HCCF	SIGIR'22	Hypergraph Contrastive Collaborative Filtering
SimGCL	SIGIR'22	Are Graph Augmentations Necessary? Simple Graph Contrastive Learning for Recommendation
NCL	WWW'22	Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning
DirectAU	KDD'22	Towards Representation Alignment and Uniformity in Collaborative Filtering
LightGCL	ICLR'22	LightGCL: Simple yet Effective Graph Contrastive Learning for Recommendation
AutoCF	WWW'23	Automated Self-Supervised Learning for Recommendation
DCCF	SIGIR'23	Disentangled Contrastive Collaborative Filtering
GFormer	SIGIR'23	Graph Transformer for Recommendation
AdaGCL	KDD'23	Adaptive Graph Contrastive Learning for Recommendation

Sequential Recommendation

Model	Conference	Paper
BERT4Rec	CIKM'19	BERT4Rec: Sequential recommendation with bidirectional encoder representations from transformer
CL4SRec	ICDE'22	Contrastive learning for sequential recommendation
DuoRec	WSDM'22	Contrastive learning for representation degeneration problem in sequential recommendation
ICLRec	WWW'22	Intent contrastive learning for sequential recommendation
DCRec	WWW'23	Debiased Contrastive Learning for Sequential Recommendation
MAERec	SIGIR'23	Graph Masked Autoencoder for Sequential Recommendation

Social Recommendation

Model	Conference	Paper
MHCN	WWW'21	Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation
KCGN	AAAI'21	Knowledge-aware Coupled Graph Neural Network for Social Recommendation
SMIN	CIKM'21	Social Recommendation with Self-Supervised Metagraph Informax Network
DSL	IJCAI'23	Denoised Self-Augmented Learning for Social Recommendation

Knowledge Graph-enhanced Recommendation

Model	Conference	Paper
KGIN	WWW'22	Learning Intents behind Interactions with Knowledge Graph for Recommendation
KGCL	SIGIR'22	Knowledge Graph Contrastive Learning for Recommendation
KGRec	KDD'23	Knowledge Graph Self-Supervised Rationalization for Recommendation
DiffKG	WSDM'24	DiffKG: Knowledge Graph Diffusion Model for Recommendation

Multi-behavior Recommendation

Model	Conference	Paper
MBGMN	SIGIR'21	Graph meta network for multi-behavior recommendation
HMG-CR	ICDM'21	Hyper Meta-Path Contrastive Learning for Multi-Behavior Recommendation
S-MBRec	IJCAI'22	Self-supervised Graph Neural Networks for Multi-behavior Recommendation
CML	WSDM'22	Contrastive Meta Learning with Behavior Multiplicity for Recommendation
KMCLR	WSDM'23	Knowledge Enhancement for Contrastive Multi-Behavior Recommendation