Research Papers

• Graph Retrieval-Augmented Generation: A Survey
• DiffKG: Knowledge Graph Diffusion Model for Recommendation
• Unifying Large Language Models and Knowledge Graphs: A Roadmap
• Talk like a Graph: Encoding Graphs for Large Language Models
• A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases
• G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering
• GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction
• From Local to Global: A Graph RAG Approach to Query-Focused Summarization
• Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering
• HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction
• GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models
• LightRAG: Simple and Fast Retrieval-Augmented Generation
• StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization
• Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph
• HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models
• Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation
• Don't Forget to Connect! Improving RAG with Graph-based Reranking
• GRAG: Graph Retrieval-Augmented Generation
• Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs
• Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains
• Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs