DB-2026.md

August 14, 2026 · View on GitHub

SIGMOD 2026

  1. In-context Clustering-based Entity Resolution with Large Language Models: A Design Space Exploration
  2. Chatty-KG: A Multi-Agent AI System for On-Demand Conversational Question Answering over Knowledge Graphs
  3. GeoKGM: A Multimodal Large Language Model for Zero-Shot Knowledge Graph Completion in Geospatial Databases
  4. BEACON: Budget-Aware Entity Matching Across Domains
  5. Generalized Entity Matching with Adaptivity via Large Language Models
  6. Burr: A Benchmark for Ontology Learning from Relational Databases [Experiments & Analysis]
  7. SAGE: Explainable Semantic-Aware Graph-Based Entity Integration for Heterogeneous Data Sources (demo)

ICDE 2026

  1. Chase Anonymisation: Privacy-Preserving Knowledge Graphs with Logical Reasoning
  2. Beyond Traditional Diagnostics: Transforming Patient-Side Information into Predictive Insights with Knowledge Graphs and Prototypes
  3. Zero-Knowledge Verifiable Graph Query Evaluation via Expansion-Centric Operator Decomposition
  4. TopFGL: A Topology-Aware and Distribution-Agnostic Federated Learning Framework Tackling Topological Heterogeneity on Graph Data
  5. MOCHI: Motif-based Community Search over Large Heterogeneous Information Networks
  6. Effective Fairest Community Search over Heterogeneous Information Networks
  7. An LLM-Guided Query-Aware Inference System for GNN Models on Large Knowledge Graphs
  8. RaSE-KGC: A Relation-Aware Segment Encoding Approach for Knowledge Graph Completion
  9. Semantic Compression for Sound and Complete Query Answering over Knowledge Graphs
  10. FlashEKGR: Fast Embedding-Based Knowledge Graph Reasoning Models Training
  11. OMNIA: Closing the Loop by Leveraging LLMs for Knowledge Graphs Completion
  12. An End-to-End Re-Evaluation of Table Entity-Linking Systems
  13. Efficient Meta-path Constrained Reachability Query on Heterogeneous Information Networks
  14. Efficient Size Constraint Community Search over Heterogeneous Information Networks
  15. Unveiling Semantically Cohesive Structures: Maximal Meta-Path Clique Enumeration in Heterogeneous Graphs
  16. GalaxyRAG: Graph Retrieval-Augmented Generation for Enterprise Knowledge Systems (industry)
  17. Schema-GraphRAG: Bridging Hybrid Search and Graph Traversal for Complex Retrieval Tasks (demo)
  18. TAPE: A Temporal Graph-based Memory System for Personal LLM Agents (demo)
  19. AGRAG: Advanced Graph-based Retrieval-Augmented Generation for LLMs

TKDE 2026

  1. Effective Bug Detection in Graph Database Engines: An LLM-based Approach [Paper]

VLDB 2026

Demo

  1. GraphContainer: A Unified Platform for Comparing and Debugging Graph RAG Methods
  2. PGShield: Maintaining Path Constraints in Property Graphs
  3. Provlepsis4j: Querying Future Graphs in Neo4j
  4. Tursio for Credit Unions: Structured Data Search with Automated Context Graphs

Workshop

  1. AGENTS+GRAPH [Link]

KDD 2026

Research Track

  1. Towards Self-cognitive Exploration: Metacognitive Knowledge Graph Retrieval Augmented Generation
  2. Rethinking Temporal Knowledge Graph Representation Learning: From Entities to Evolutionary Event-Centric Clusters
  3. Improving Enzyme Prediction with Chemical Reaction Equations by Hypergraph-Enhanced Knowledge Graph Embeddings
  4. DiKGRec: Generative Recommender Model with Diffusion and Knowledge Graph--Based Reasoning
  5. Hyper-Relational Knowledge Graph Representation Learning Based on Multi-Granularity Semantic Aware Message Passing
  6. Enriching Semantic Profiles into Knowledge Graph for Recommender Systems Using Large Language Models
  7. Faico: Faithful and Complete Knowledge Graph Augmented Reasoning
  8. Collaborative Knowledge Extraction and Integration for Graph Domain Incremental Learning
  9. Mixture-of-Experts Knowledge Graph Retrieval-Augmented Generation for Multi-Agent LLM-based Recommendation
  10. Efficient and Scalable Neural-Symbolic Search for Complex Query Answering over Incomplete Knowledge Graphs
  11. TiRano: Tensorized Relation-aware Temporal Reasoning for Accurate Knowledge Graph Completion
  12. Generating Graph-Like Logical Rules for Knowledge Graph Reasoning via Diffusion Models
  13. KGA-LM: Representation-Level Grounding for Conversational Search over Knowledge Graphs
  14. Differential-Aware Synergy of Quantity and Topology for Hyper-Relational Knowledge Graphs with Numeric Entities
  15. NaviRAG: Learning to Navigate Knowledge Graphs for Retrieval-Augmented Generation
  16. Search-on-Graph: Iterative Informed Navigation for Large Language Model Reasoning on Knowledge Graphs
  17. PYTHIA: Universal Question Answering over Knowledge Graphs
  18. Joint Global-Local Representations via Relation-Entity Pair Encoding for Hyper-Relational Knowledge Graphs
  19. Trajectory-Aware Clinical Risk Prediction via Severity-Grounded Knowledge Graphs and Retrieval-Augmented Generation
  20. AgentsKG: A Hierarchical Multi-Agent Framework for Open-Domain Knowledge Graph Construction
  21. ZeroRel: Relational Reasoning via Graph-guided Large Language Models
  22. FlowPath: From Discrete Paths to Continuous Semantic Flows for Knowledge Graph Completion

Datasets and Benchmarks

  1. Investigating Reasoning in Large Language Models with Counterfactual Knowledge Graphs
  2. AISE-Bench: A Full-Cycle Curated Benchmark for Information Seeking on Academic Knowledge Graphs
  3. OmniPhys: Knowledge-Graph-Driven Benchmarking and Collective Optimization for Physical Commonsense in Text-to-Image Generation
  4. MKG-RAG-Bench: Benchmarking Retrieval in Multimodal Knowledge Graph–Augmented Generation

AI 4 Science

  1. Completing Multimodal Biomedical Knowledge Graphs with Schema-Aware Modality Imputation and Alignment
  2. Knowledge Graph-Enhanced Long-CoT for Complex Biomolecular Reasoning
  3. CellAwareGNN: Single-Cell Enhanced Knowledge Graph Foundation Model for Drug Indication Prediction

Tutorial

  1. Knowledge Discovery with Knowledge Graphs: From Structural Embeddings to Generative Reasoning (KnowKG) [Link]