Graph Retrieval-Augmented Generation

Also known as GraphRAG

Ask about this topic

Momentum

15 papers in the last four weeks, up 36% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 136

All topics
CardsList

  1. Automatic Ontology Construction Using LLMs as an External Layer of Memory, Verification, and Planning for Hybrid Intelligent Systems

    Apr 22, 2026Pavel Salovskii, Iuliia GorshkovaKG ConstructionMemory-Augmented Language Models

    Partenit.io, San Francisco, CA, USA · Partenit.io San Francisco, CA, USA

  2. Structure Guided Retrieval-Augmented Generation for Factual Queries

    Apr 21, 2026Miao Xie, Xiao Zhang, Yi Li +1Graph Retrieval-Augmented GenerationFactual Knowledge in Language Models

    College of Information and Electrical Engineering, China Agricultural University, China · College of Computing and Data Science, Nanyang Technological University, Singapore · Key Laboratory of Agricultural Informatization Standardization, Ministry of Agriculture and Rural Affairs, China

  3. Query-Aware Flow Diffusion for Graph-Based RAG with Retrieval Guarantees

    Apr 21, 2026Zhuoping Zhou, Davoud Ataee Tarzanagh, Sima Didari +7Multi-Hop QAGraph Retrieval-Augmented Generation

    Samsung SDS Research America, Mountain View, CA, USA

  4. The Structural Attention Tax: How Retrieval Format Hijacks In-Context Learning Independent of Content

    Apr 21, 2026Yuqi Zhang, Di ZhangRetrieval-Augmented GenerationSelf-Attention

    Xi’an Jiaotong-Liverpool University

  5. EmbodiedLGR: Integrating Lightweight Graph Representation and Retrieval for Semantic-Spatial Memory in Robotic Agents

    Apr 20, 2026Paolo Riva, Leonardo Gargani, Matteo Frosi +1Graph Retrieval-Augmented GenerationEmbodied QA

    Department of Electronics, Information, and Bioengineering (DEIB), Politecnico di Milano, Milan, Italy

  6. EHRAG: Bridging Semantic Gaps in Lightweight GraphRAG via Hybrid Hypergraph Construction and Retrieval

    Apr 19, 2026Yifan Song, Xingjian Tao, Zhicheng Yang +2Graph Retrieval-Augmented GenerationGraph-Based Retrieval

    1The Hong Kong University of Science and Technology (Guangzhou) · 2The Hong Kong University of Science and Technology

  7. RLM-on-KG: Heuristics First, LLMs When Needed: Adaptive Retrieval Control over Mention Graphs for Scattered Evidence

    Apr 18, 2026Andrea Volpini, Elie RaadMulti-Hop QALLM Reasoning with Graphs

    WordLift

  8. Integrating Graphs, Large Language Models, and Agents: Reasoning and Retrieval

    Apr 17, 2026Hamed Jelodar, Samita Bai, Mohammad Meymani +3LLM Reasoning with GraphsGraph Retrieval-Augmented Generation

    Canadian Institute for Cybersecurity, Faculty of Computer Science, University of New Brunswick, Fredericton, NB E3B 9W4, Canada

  9. Agentic Graph Retrieval-Augmented Generation for Auditable Commercial Registry Analysis

    Apr 15, 2026Arthur Capozzi, Dirk HelbingKG ConstructionEntity Resolution

    Computational Social Science, ETH Zurich, Zurich, Switzerland · Complexity Science Hub, Vienna, Austria

  10. MG2^2-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation

    Apr 4, 2026Sijun Dai, Qiang Huang, Xiaoxing You +1Cross-Modal LearningMultimodal RAG

    School of Intelligence Science and Engineering, Harbin Institute of Technology (Shenzhen) · School of Computer Science, Hangzhou Dianzi University

  11. CausalRAG2: Hierarchical Causal Knowledge Graph Design for RAG

    Feb 4, 2026Nengbo Wang, Tuo Liang, Vikash Singh +6KG ConstructionRetrieval-Augmented Generation

    Department of Computer and Data Sciences, Case Western Reserve University, Cleveland, OH, USA · Design and Innovation Department, Case Western Reserve University, Cleveland, OH, USA

  12. Retrieval Augmented (Knowledge Graph), and Large Language Model-Driven Design Structure Matrix (DSM) Generation of Cyber-Physical Systems

    Jan 30, 2026H. Sinan Bank, Daniel R. HerberCyber-Physical SystemsRetrieval-Augmented Generation

    Department of Systems Engineering, Colorado State University, Fort Collins, CO 80523, USA

  13. UltRAG: a Universal Simple Scalable Recipe for Knowledge Graph RAG

    Jan 28, 2026Dobrik Georgiev, Kheeran K. Naidu, Alberto Cattaneo +3Multi-Hop QALLM Reasoning with Graphs

    Graphcore Research

  14. Ground-Truth Subgraphs for Better Training and Evaluation of Knowledge Graph Augmented LLMs

    Nov 6, 2025Alberto Cattaneo, Carlo Luschi, Daniel JustusGraph Retrieval-Augmented GenerationSynthetic Benchmark Generation

    Graphcore Research

  15. Causal-Counterfactual RAG: The Integration of Causal-Counterfactual Reasoning into RAG

    Sep 17, 2025Harshad Khadilkar, Abhay GuptaRetrieval-Augmented GenerationGraph Retrieval-Augmented Generation

    Indian Institute of Technology Bombay · Indian Institute of Technology Patna

  16. Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning

    May 20, 2025Ruiyi Yang, Hao Xue, Imran Razzak +3Multi-Hop QAMulti-Agent LLM Systems

    University of New South Wales Sydney, NSW, Australia · Mohamed Bin Zayed University of Artificial Intelligence Abu Dhabi, UAE · Griffith University Queensland, Australia +1