LLM Agent Reliability

LLM: Large Language Model

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90 papers in the last four weeks, up 109% on the four weeks before. 0.9% of all new papers.

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  1. Diagnosis Before Recovery: Turning Agent Failures into Selective Self-Correction

    Aug 12, 2026Pan Wang, Yihao Hu, Hang Wang +6Agent Failure AnalysisLLM Self-Correction

    Ant International

  2. Mitigating Context Interference for Reliable and Efficient Search Agents

    Aug 11, 2026Boyang Xue, Bin Wu, Shuofei Qiao +8LLM AgentsLLM Context Management

    The Chinese University of Hong Kong · MoE Key Laboratory of High Confidence Software Technologies · University College London +3

  3. FlowScout: From Execution Feedback to Reliable Tool-Using Agent Workflows

    Aug 10, 2026Shuo Hao, You Lu, Bihuan Chen +1Agentic WorkflowsLLM Agent Workflow Optimization

    College of Computer Science and Artificial Intelligence, Fudan University, China

  4. Business Truth, not SQL Accuracy: A Rule-Gated 7B Analytics Agent Outperforms a Direct-Prompted 32B Baseline

    Aug 10, 2026Morris LeeLLM Answer VerificationLLM Agent Evaluation

    Independent Researcher

  5. SkillSentry: Reliable Skill Execution for LLM Agents via Runtime Assurance

    Aug 10, 2026You Lu, Xinyu Huang, Bihuan Chen +1LLM Agent Skill LearningLLM Agents

    College of Computer Science and Artificial Intelligence, China

  6. Agentic Router: An Execution-Grounded Continual Learning Approach With Memory

    Aug 10, 2026Yuxuan Chen, Rongpeng Li, Zhifeng Zhao +3Continual Learning for LLM AgentsLLM Agents

    Zhejiang University, Hangzhou 310027, China · Zhejiang Lab, Hangzhou 310012, China · State Grid Hebei Electric Power Co., Ltd., Hebei, China +1

  7. Can LLM Agents Stick to the Script? A Benchmark for Long-Horizon Consistency in Interactive Narratives

    Aug 8, 2026Yingpeng Ma, Jianhao Yan, Bei Shi +6Interactive StorytellingAI Agent Benchmarks

    NLP2CT Lab, University of Macau, Macau, China · Westlake University, Hangzhou, China · Harbin Institute of Technology, Shenzhen, China +1

  8. Verication-driven closed-loop multi-agent large language modelframework for code-compliant structural design

    Aug 8, 2026Jianbin Luo, Weibin Lin, Yiran Lin +2Multi-Agent LLM SystemsLLM Agent Reliability

    College of Civil Engineering, Fuzhou University, Fuzhou, 350108, China

  9. Fisher-R1: Training LLM Agents for Reliable Hypothesis Testing

    Aug 7, 2026Jiacheng Miao, Jin Mu, Guanhua Chen +1AI Agent BenchmarksLLM Agent Training

    Department of Biomedical Data Science, Stanford University · Department of Genetics, Stanford University · Department of Biostatistics and Medical Informatics, University of Wisconsin–Madison +3

  10. WebRider: Persona-Conditioned Intent Controllers for Live-Web Assistance

    Aug 7, 2026Zhi Li, Tao Zhou, Yeqing Li +2LLM Agent EvaluationTool-Using Agents

    University of California, Los Angeles · Google

  11. Online Monitoring and Corrective Steering of Programming Agents

    Aug 7, 2026Shuyang Liu, Saman Dehghan, Ji Young Kim +3Software Engineering AgentsLLM Agent Workflow Optimization

    University of Illinois Urbana-Champaign, USA · IBM, USA

  12. Toward Reliable Context Compression for Long-Horizon Agents: An Empirical Study of Execution Instability

    Aug 6, 2026Guanghui Min, Liang Wu, Mayank Darbari +2AI Agent EvaluationLong-Horizon LLM Agents

    Department of Computer Science, University of Virginia, Charlottesville, VA, USA · Nokia, Sunnyvale, CA, USA

  13. When History Lies: Evaluating and Improving Tool Use under Misleading Multi-Turn Histories

    Aug 6, 2026Xiaoqing Wu, Xingyu Fan, Feifei Li +1Tool-Use EvaluationLLM Tool Use

    WeChat, Tencent Inc., Beijing, China

  14. OPERA: Operator-residual feedback for reliable autonomous optical experiments with language-model agents

    Aug 6, 2026Ning Xu, Xiang Zheng, Fuqiang Zhong +4Feedback ControlAutonomous Experimentation

    Department of Computer Science and Technology, Tsinghua University, Beijing, China · ModelBest Inc., Beijing, China · School of Artificial Intelligence and Robotics, Hunan University, Changsha, China +1

  15. ChainClaw: A Layered Agent Framework for Reliable On-Chain Execution

    Aug 6, 2026Jiacheng Wei, Zhaoxin Fan, Xin Wen +5LLM Agent OrchestrationAI Agent Monitoring

    Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China · School of Artificial Intelligence, Beihang University, Beijing, China · Zhongguancun Laboratory, Beihang University, Beijing, China +1

  16. SkillHEX: Improving Agent Skills via Hypothesis-Driven Autonomous Exploration and Exploitation

    Aug 6, 2026Yuru Feng, Yaoqi Chen, Beidi Zhao +7Test-Time AdaptationLLM Agent Self-Improvement

    Microsoft · University of California, San Diego · University of Science and Technology of China +1

  17. EviGraph: Evidence-Guided Autonomous Research Agents

    Aug 5, 2026Zhenjiang Ren, Ruiji Li, Xujing Zhang +3Evidence-Grounded ReasoningEvidence-Grounded Generation

    Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences · Hong Kong Baptist University +1

  18. Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools

    Aug 5, 2026Atul Anand, Sourav ChattarajLLM Agent EvaluationTool-Using Language Agents

  19. SearchAuditor: Auditing and Attributing Failures in Long-Horizon Search Agents

    Aug 5, 2026Zhixiang Liang, Yifei Liu, Yidan Huang +5Agent Failure AnalysisAI Agent Reliability

    University of Illinois Urbana-Champaign · 2Joy Future Academy, JD

  20. Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents

    Aug 4, 2026Zhenpeng LiIoT Intrusion DetectionCybersecurity

    Guangzhou Health Science College, No. 248 Guangyuan Middle Road, Guangzhou, Guangdong 510405, China

  21. Resume Means Resume: A Machine-Checked Conformance Contract for Checkpoint, Interrupt, and Resume Semantics in Workflow Persistence Layers

    Aug 4, 2026Sajjad KhanFormal VerificationLLM Agent Reliability

    independent researcher, London, UK

  22. The LLM Proposes, the Executive Disposes: A Self-Verifying Agent Instrument that Dissociates Commitment Drift from Binding Drift in Long-Horizon Agents

    Aug 4, 2026Mohsen ArjmandiAgent Failure AnalysisAI Agent Reliability

    Independent researcher

  23. Formal Verification of Agentic Systems over Operational Data

    Aug 4, 2026Alejandro J. Mercado, Alessio LomuscioFormal VerificationLLM Agent Harnesses

    Imperial College London · Safe Intelligence

  24. When Truth Is Distributed: Misinformation Derails Collective Fact Recovery in LLM-Based Multi-Agent Systems

    Aug 4, 2026Chenfei Yan, Zeyang Yue, Feifei Zhao +6AI Agent EvaluationMulti-Agent Systems

    Institute of Automation, Chinese Academy of Sciences · Beijing Institute of AI Safety and Governance · School of Artificial Intelligence, Beihang University +3

  25. Towards Robust Tool Use in Agents via Experience-Driven Adaptive Guidance

    Aug 4, 2026Can Wang, Haoran Chen, Li Yu +4Tool-Using AgentsLLM Tool Use

    1Shandong Key Laboratory of Digital Service Computing Technology and Systems · 2Alibaba Token Hub · Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University

  26. Fail-Fast, Restart-Smart: Early Failure Prediction and Restart for SWE Agentic Tasks

    Aug 4, 2026Chenyu Wang, Yunbo Lyu, Junda He +4Software Engineering AgentsAI Agent Monitoring

    Singapore Management University · University of Alberta · Nanjing University of Science and Technology +1

  27. The Agent Operating System (AOS): A Reference Operating Architecture for Distributed Agentic Systems

    Aug 4, 2026Ankur Sharma, Deep ShahLLM Agent OrchestrationAI Agent Governance

    AOS Specification Series

  28. Don't Regenerate, Debug: A Domain-Specific Agent for Repairing Near-Miss Hardware Operators

    Aug 3, 2026Yansong Sun, Shenxiu Wu, Siyuan Chen +6Automated Program RepairGPU Kernel Generation

    Department of Computer Science, City University of Hong Kong · Application Software Engineering Lab, Huawei Technologies Ltd.

  29. Real-Time Detection and Repair of LLM Agent Failures

    Aug 3, 2026Sunny DubeyAI Agent ReliabilityAI Agent Monitoring

  30. Before Reasoning Can Fail: Pre-Evidence Procedural Failures in Agentic RAG

    Aug 3, 2026Daeyoung Roh, Donghee HanRetrieval-Augmented GenerationAgentic RAG

    Independent Researcher · KAIST