Agentic RAG

RAG: Retrieval-Augmented Generation

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15 papers in the last four weeks, up 88% on the four weeks before. 0.1% of all new papers.

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  1. Forms of LLM-Integrated Applications from LLM-Chats to Autonomous AI Agent System

    Oct 8, 2026Irene WeberLLM AgentsLLM Agent Orchestration

    University of Applied Sciences Kempten, Germany

  2. RIT-RAG: Navigating Document Corpora with Retrieval-Induced Trees

    Oct 8, 2026Meghanadh Pulivarthi, Swaraj Kumar Biswal, Kushagra Bhushan +3Retrieval-Augmented GenerationAgentic RAG

    IBM · IIT Kharagpur

  3. From Retrieval to Reconstruction: Constructing Evolvable Cognitive Memory for Long-Term Dialogue

    Oct 8, 2026Zirui Liao, Zhengxian Wu, Zhuohong Chen +4Long-Term Conversational MemoryAgentic RAG

    Tsinghua University Shenzhen International Graduate School, Shenzhen, China

  4. RECAST: Learning to Compute the Right Context through Adaptive Evidence Routing

    Oct 7, 2026Yilun Hao, Krishna Sayana, Isabella Ye +4Retrieval-Augmented GenerationAgentic RAG

    MIT · Google Research

  5. From Retrieval to Customer Context: Evaluating Frontier-Model Systems for Voice-of-Customer Analysis

    Oct 7, 2026Raviraja G, Viraj Bagal, Prabhath ChellingiData Analysis AgentsLLM Agent Evaluation

    Enterpret

  6. Agentic AutoRAG: RAG Pipeline Optimization through Reasoning-Driven Agents

    Oct 6, 2026Lasse B. Strand, Robert Jakob, Kevin O'Sullivan +1Retrieval-Augmented GenerationLarge Language Model-Guided Optimization

    ETH Zurich

  7. LawCompass: Navigating from Legal QA to Multi-Agent Deep Research with Grounded Evidence

    Oct 1, 2026Xiaoxia Cheng, Linnan Wang, Jiahao Ma +5Multi-Agent LLM SystemsLegal IR

    Anhui University · Tsinghua University

  8. BELIEFRAG: Making Adaptive RAG State-Aware under Evolving Evidence

    Sep 30, 2026Hongji PuAdaptive RAGEvidence Selection

    University of Illinois Urbana-Champaign

  9. BITEM at the NTCIR-19 R2C2 Task: Predicting Confidence from Agentic RAG Pipeline Signals

    Sep 29, 2026Julien Knafou, Luc Mottin, Alexandre Flament +3Retrieval-Augmented GenerationAgentic RAG

    HES-SO, Geneva, Switzerland · SIB Swiss Institute of Bioinformatics, Geneva, Switzerland

  10. Complementary Retrieval-Augmented Prompting for Consistent Long-Form Video Generation

    Sep 29, 2026Xianghan Wei, Xiaoda Yang, Zhi Wang +7Long Video GenerationAgentic RAG

  11. BRIDGE: Bilevel Retrieval-Credit-Aware Agentic Reinforcement Learning

    Sep 29, 2026Quan Xiao, Mingda Liu, Gaowen Liu +2Reinforcement LearningAgentic RAG

    Department of Electrical and Computer Engineering, Cornell University · Institute of Integrated Research, Institute of Science Tokyo · Cisco Research

  12. ARCagent: An Adaptive Retrieval Calibration Agent for Clinical Question Answering

    Sep 28, 2026Yuyan ChenClinical QAAgentic RAG

  13. Just-In-Time Agent Memory with Runtime Agentic Research

    Sep 28, 2026Bingyu Yan, Chaofan Li, Hongjin Qian +3Agent MemoryAgentic RAG

    Beijing Academy of Artificial Intelligence · Peking University · Hong Kong Polytechnic University

  14. Evidence-Inference Reconstruction: When The Evidence Is Recalled But The Reasoning Goes Wrong

    Sep 27, 2026Megan Diehl, Ser-Nam LimMulti-Hop QAEvidence-Grounded Reasoning

    University of Central Florida

  15. The Fellowship of the Query: Learning Retrieval Actions

    Sep 23, 2026Mohammed Al-Maamari, Saber Zerhoudi, Michael Granitzer +1LLM Fine-TuningAgentic RAG

    University of Passau Passau, Germany

  16. ChatT2: An Adaptive Framework for Developing a Large Language Model-Based Agent for Natural Product Domain Research

    Sep 22, 2026Yihan Wang, Qiandi Gao, Yihui Zhuang +4Multi-Agent LLM SystemsAI-Assisted Scientific Research

    Center for Biological Science and Technology, Advanced Institute of Natural Sciences, Beijing Normal University, Zhuhai, Guangdong, 519087, China.

  17. Navigating Sparse Evidence: Agentic Visual RAG via Explicit Context Selection and Consolidation

    Sep 14, 2026Yucheng Shen, Lingyong Yan, Jiulong Wu +4Multimodal RAGAgentic RAG

    School of Computer Science and Technology, Soochow University · Baidu Inc.

  18. Cognition on Graph: Navigating Massive Knowledge Space via Cognitive Cycles and Bidirectional Graph-Text Synergy

    Sep 14, 2026Gengxian Zhou, Jian Xu, Zichen Tang +3Multi-Hop QARetrieval-Augmented Generation

    Beijing University of Posts and Telecommunications · Zhongguancun Academy, Beijing · MAIS, Institute of Automation, Chinese Academy of Sciences +1

  19. VikingRAG: Accurate and Token-efficient Retrieval-augmented Generation over Structured Documents

    Sep 12, 2026Peiyuan Gao, Gaoyuan Zhang, Haojie Qin +5Retrieval-Augmented GenerationAdaptive RAG

    Renmin University of China · Independent Researcher · Fudan University

  20. From Document Silos to Process Intelligence: A Multi-Layer Knowledge Graph for CMC Process Development

    Sep 10, 2026Reza Amirmoshiri, Faryad Sahneh, Yasser JangjouKG ConstructionLLM Agent Evaluation

    CMC Synthetics, Sanofi US · Accelerator Data science GBU, Sanofi US

  21. ReCite: Agentic Reasoning for Faithful Citation

    Sep 8, 2026Yuyang Huang, Bobo Li, Jiajia Song +4Citation VerificationAgentic RAG

    School of Cyber Science and Engineering, Wuhan University · National University of Singapore

  22. SpecMind: Enabling Spectrum Intelligence via Multi-Agent Hybrid Retrieval-Augmented Generation

    Aug 31, 2026Songwei Dong, Bingyan Lu, Makayla Kienlen +2Retrieval-Augmented GenerationWireless Communications

    Department of Electrical and Computer Engineering, University of Virginia · Department of Electrical Engineering, University of Notre Dame · Baskin School of Engineering, University of California, Santa Cruz

  23. Token-Efficient Data Reasoning Agents via Adaptive Structuring of Unstructured Data

    Aug 31, 2026Milad Rezaei Hajidehi, Qitong Wang, Stratos IdreosDocument Information ExtractionAgentic RAG

    Harvard University · Cambridge, Massachusetts, USA

  24. MedAgent-R1: Faithfulness-Aware Reinforcement Learning for Evidence-Grounded Medical Reasoning

    Aug 31, 2026Jiangwang Chen, Chenghao Zhang, Hengxing CaiLLM Hallucination MitigationEvidence-Grounded Reasoning

    Tsinghua University · DP Technology

  25. AgenticRag-R1: Agentic Reinforcement Learning with Stack Memory for Multi-Step Reasoning, Retrieval and Memorizing

    Aug 30, 2026Xinke Jiang, Yue Fang, Zhibang Yang +12Retrieval-Augmented GenerationAgentic RAG

    National Engineering Research Center of Software Engineering, Peking University, Beijing, China · School of Computer Science, Peking University, Beijing, China · Key Laboratory of High Confidence Software Technologies, Ministry of Education, Beijing, China +3

  26. Towards Expert Financial QA via Self-Improving RAG

    Aug 27, 2026Junjie Xiong, Shawheen Ghezavat, Aum HirparaLLM Self-CorrectionFinancial QA

    University of California, Berkeley · California Polytechnic State University · Hofstra University

  27. GTA-RAG: Graph-Trajectory-Augmented Reinforcement Learning for Multi-Turn Retrieval-Augmented Reasoning

    Aug 23, 2026Jun Chen, Yongchao Liu, Pengyu Qiu +6Multi-Hop QAAgentic RAG

    1Shenzhen University, Shenzhen, China · 2Great Bay University, Dongguan, China · 3Ant Group, Hangzhou, China +1

  28. CLAIR-Fin: An Adversarial Multi-Agent Framework for Claim-Level Verification and Adaptive Debate in Cross-Modal Financial QA

    Aug 13, 2026Fatema Tuj Johora Faria, Mukaffi Bin Moin, Jubayer Al Mahmud +2LLM Answer VerificationLLM Hallucination Mitigation

    Ahsanullah University of Science and Technology, Bangladesh · Jashore University of Science and Technology, Bangladesh · American International University - Bangladesh

  29. Self-evolving Agentic Customer Support System at LinkedIn

    Aug 10, 2026Chih Hui Wang, Mengdie Tu, Qianyun Zhang +4Customer Support AutomationLLM Agent Evaluation

    LinkedIn

  30. Forgotten History or Test-of-Time? Retrospect and Prospect on RAG from an IR Perspective

    Aug 9, 2026Xiaoyan Zhao, Yujie Cai, Yang Zhang +2Retrieval-Augmented GenerationQuestion Answering

    National University of Singapore · Georgetown University