RAG Robustness

RAG: Retrieval-Augmented Generation

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7 papers in the last four weeks, down 22% on the four weeks before. 0.1% of all new papers.

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  1. Mapping the RAG Landscape: A Four Axis Taxonomy of Efficiency, Defense, Interactivity, and Reasoning

    Oct 1, 2026Meghana Sunil, Shravya V, Shravan Venkatraman +1Retrieval-Augmented GenerationRAG Security

    School of Computer Science and Engineering, Vellore Institute of Technology, Chennai, India. · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE.

  2. RAGScope: A Leakage-Controlled, Cost-Aware Evidence-Gating Protocol for RAG Hallucination Triage

    Sep 30, 2026Zeming Liu, Qibai Chen, Jingtao Zhang +1Selective PredictionHallucination Detection

    Brown University, United States · Independent Researcher, United States · Georgia Institute of Technology, United States

  3. Lost in Conversation or Lost in Translation? Diagnosing Multi-Turn Degradation in RAG

    Sep 29, 2026Pranav Handa, Ariful AzadRetrieval-Augmented GenerationLLM Reliability

    Texas A&M University

  4. Byzantine-Robust Federated RAG via Aligned Calibration and Fixed-Membership Conformal Prediction

    Sep 27, 2026Prasanjit Dubey, Aritra Guha, Xiaoming HuoRetrieval-Augmented GenerationByzantine-Robust Federated Learning

    H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA 30332, U.S.A. · AT&T Chief Data Office

  5. RAG-NAROK: Retrieval-Aware Knowledge Corpus Poisoning in RAG with Source-specific Refutation

    Sep 21, 2026Abdullahil Kafi, Alvi Ataur KhalilRAG Poisoning AttacksRAG Security

    Transformative Innovation for Trustworthy AI and Network Security (TITANS) Lab, Computer Science, Southern Illinois University, USA

  6. CiteGuard-RAG: A Validation-Centered AI System for Evidence-Grounded Question Answering

    Sep 14, 2026Sumit Barua, Guan Hong, Halil Dursunoglu +2Retrieval-Augmented GenerationCitation Verification

    Department of Computer Science, Western Michigan University, Kalamazoo, MI, 49008, USA.

  7. In RAG We Trust? Measuring Robustness of Retrieval-Augmented Generation Under Document Poisoning

    Sep 10, 2026Iliano FasolinoRAG Poisoning AttacksRAG Security

    Department of Computer Science University of Milan Milan, Italy

  8. When Retrieval Helps: Selective Retrieval for Single-Turn Mental-Health QA

    Sep 3, 2026Hyunseo Oh, Chong-Kwon Kim, Yoonhyuk ChoiRetrieval-Augmented GenerationMental Health Counseling

    Sookmyung Women’s University · Korea Institute of Energy Technology

  9. SCoNE: Selective Context-aware Neuron Editing for Robust Retrieval-Augmented Generation

    Sep 1, 2026Chaewon Kim, Seo Yeon ParkRetrieval-Augmented GenerationRetrieval Robustness

    Hanyang University

  10. Feedback-Assisted Trust Propagation over Document Relation Graphs for Retrieval-Augmented Generation

    Sep 1, 2026Zhuoheng Li, Ying ChenRetrieval-Augmented GenerationGraph Retrieval-Augmented Generation

    College of Information Sciences and Technology, The Pennsylvania State University

  11. ISO-RAG: Isoperimetric Noise Control for Retrieval-Augmented Generation

    Sep 1, 2026Siyuan Zhang, Hanchen Wang, Dong Wen +2Multi-Hop QAGraph Retrieval-Augmented Generation

    University of Technology Sydney · University of New South Wales

  12. TRIS: A Tri-Layer Retrieval Integrity Sieve Against Knowledge Poisoning

    Aug 31, 2026Muhaimin Bin Munir, Akib Jawad Ononto, Nazia Shehnaz Joynab +2RAG Poisoning AttacksRetrieval Robustness

    University of Texas at Dallas

  13. Faithfulness Is Not Free: Auditing Offline KV-Cache Quantization in Retrieval-Augmented Generation

    Aug 31, 2026Atta Ul Asad, Ahsan Bilal, Muhammad Ali +2KV CachingRAG Evaluation

    1Lahore University of Management Sciences (LUMS) · University of Oklahoma · 3Air University +1

  14. When Detection Does Not Guarantee Resistance: Reasoning and Poisoned Context in RAG

    Aug 17, 2026Mehrdad Ghassabi, Audrina Ebrahimi, Sadra Hakim +3Knowledge Conflicts in Language ModelsRAG Poisoning Attacks

    University of Isfahan · University of Texas at Dallas · University of Windsor

  15. RAGSieve: Self-Referenced Local Contrast for Knowledge-Poison Detection in Retrieval-Augmented Generation

    Aug 13, 2026Xinlong Xu, Yoshua Y. LiRAG Poisoning AttacksRAG Security

    Nanjing University of Information Science and Technology · Meituan

  16. EnterpriseRAG: Benchmarking LLM Instruction Adherence and Robustness under Non-Ideal Enterprise Retrieval

    Aug 12, 2026Huiqi Miao, Xinbao Sun, Bo Wang +6Retrieval-Augmented GenerationInstruction Following

    Jiutian Research, China Mobile, Beijing, China

  17. PURPOSE: Poisoning Conflict Resolution in RAG via Proxy-Fact-Grounded Updates

    Aug 5, 2026Zijian Wang, Yubo Zhu, Muzhi Dong +7Knowledge Conflicts in Language ModelsRAG Poisoning Attacks

    School of Computer Science, Nanjing University, Nanjing 210023, China · State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210023, China

  18. LayerRAG-Bench: A Cross-Layer Reliability Benchmark for Agentic Retrieval-Augmented Generation

    Jul 29, 2026Musa ShamsAI Agent ReliabilityRetrieval-Augmented Generation

    Independent Researcher

  19. RAGuard: A Layered Defense Framework for Retrieval-Augmented Generation Systems Against Data Poisoning

    Jul 28, 2026Pushkal Kumar, Tucker Nielson, Tanish Kolhe +2RAG Poisoning AttacksRAG Security

  20. TriShieldRAG: A Three-Ring Defense-in-Depth Framework Against Knowledge Corruption in Retrieval-Augmented Generation

    Jul 26, 2026Susil Kumar Mohanty, Rohit Patel, Kosuru Yuvaraj +2Retrieval-Augmented GenerationRAG Poisoning Attacks

    Department of Computer Science and Engineering, Indian Institute of Technology Jodhpur, Jodhpur, India

  21. Reinforcement Learning for Large Language Model Selective Evidence Adoption from Contaminated Retrieval Results

    Jul 22, 2026Yanyu Chen, Yue Li, Yongyi Cui +2RL for Language ModelsRetrieval-Augmented Generation

    East China Normal University · Shandong University

  22. Trust Before Fusion: QIMG-7 and Source-Aware Resolution for Polluted Multimodal RAG

    Jul 12, 2026Saadeldine Eletter, Owais Aijaz, Preslav NakovMultimodal RAGRetrieval-Augmented Generation

    Mohamed bin Zayed University of Artificial Intelligence

  23. MIRAGE: Defending Long-Form RAG Against Misinformation Pollution

    Jul 6, 2026Saadeldine Eletter, Ruihong Zeng, Yuxia Wang +3RAG Poisoning AttacksRetrieval Robustness

    Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) · INSAIT, Sofia University St. Kliment Ohridski

  24. Beyond Document Grounding: Span-Level Hallucination Detection over Code, Tool Output, and Documents

    Jul 1, 2026Ádám Kovács, Bowei He, Xue Liu +3LLM GroundingHallucination Detection

    KR Labs · MBZUAI · McGill University +1

  25. Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts

    Jun 29, 2026Bo Wang, Heyan Huang, Yaolin Li +5Retrieval-Augmented GenerationKnowledge Conflicts in Language Models

    School of Computer Science, Beijing Institute of Technology

  26. Diagnosing and Repairing Factual Errors in RAG under Budget Constraints

    Jun 28, 2026Soroush Hashemifar, Havva Alizadeh Noughabi, Fattane Zarrinkalam +1Retrieval-Augmented GenerationLLM Reliability

    College of Engineering, University of Guelph, Guelph, ON, Canada · Cyber Science Lab, School of Computer Science, University of Guelph, Guelph, ON, Canada

  27. MIRROR: Novelty-Constrained Memory-Guided MCTS Red-Teaming for Agentic RAG

    Jun 25, 2026Inderjeet Singh, Andrés Murillo, Motoyoshi Sekiya +2Multimodal RAGTool-Augmented Language Model Agents

    Fujitsu Research of Europe, United Kingdom · Fujitsu Limited, Japan

  28. CaVe-VLM-CoT: An Interpretable Vision-Language Model Framework

    Jun 16, 2026Sneha Rao, Shaina Raza, Dhanesh RamachandramVLM EvaluationVision-Language Grounding

    Vector Institute, Toronto, ON M5G 0C6, Canada

  29. When More Documents Hurt RAG: Mitigating Vector Search Dilution with Domain-Scoped, Model-Agnostic Retrieval

    Jun 9, 2026Nabaraj Subedi, Ahmed Abdelaty, Shivanand Venkanna SheshappanavarRetrieval-Augmented GenerationAgentic RAG

    Dept. of Electrical Engineering & Computer Science University of Wyoming, Laramie, WY 82071, USA · Dept. of Civil, Architectural Engineering & Construction Management University of Wyoming, Laramie, WY 82071, USA

  30. Evaluating RAG Reliability under Clean, Misleading, and Mixed Retrieval

    Jun 5, 2026Sevgi Yigit-SertRetrieval-Augmented GenerationKnowledge Conflicts in Language Models

    Computer Engineering Department, Ankara University, Golbasi Campus, 06830, Ankara, Turkey · Golbasi Campus, 06830, Ankara, Turkey