AI Agent Reliability

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34 papers in the last four weeks, up 240% on the four weeks before. 0.3% of all new papers.

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  1. Guardrailed Meta-Agent Loops: Stress-Testing Policy Pinning, Budget Bounds, and Crash Recovery

    Sep 14, 2026Qinzhen Ma, Jialin WuAgent Failure AnalysisAI Agent Reliability

    Rice University · University of California, San Diego

  2. Finishing the Task Is Not Enough: Evaluating Agent Resilience and Considerate Participation under Accumulating Challenge

    Sep 12, 2026Yuanchen Bai, Zijian Ding, Angelique TaylorAI Agent ReliabilityAgent Reliability

    Cornell Tech / Cornell University · University of Maryland, College Park · Korea Advanced Institute of Science and Technology

  3. Agent-Integrated Software: Interaction Contracts and Continuous Assurance

    Sep 12, 2026Shengcheng Yu, Chunrong Fang, Zhenyu ChenAI Agent ReliabilityHuman-AI Interaction

    Technical University of Munich, Heilbronn, Germany · State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China

  4. IBIB: A Protocol for Measuring Enterprise AI Systems by Serving Route, Not Model Identifier

    Sep 9, 2026Blake Stenstrom, Charangan Vasantharajan, Brian SathianathanAI Agent ReliabilityBenchmark Auditing

  5. AgentAudit: An Open, Extensible Framework for Full-Lifecycle Trust Evaluation of AI Agents

    Sep 9, 2026Shrey Nag, Sachita, Abhishek Kumar Singh +2AI Agent ReliabilityAI Agent Auditing

    TIET · IGDTUW · GTBIT +1

  6. Vision: Data-Centric Anchoring for Robust and Interpretable Agentic AI

    Sep 8, 2026Arun Vignesh Malarkkan, Xinyuan Wang, Yanjie FuAI Agent ReliabilityDistribution Shift

    School of Computing and Augmented Intelligence, Arizona State University, USA

  7. CIVI: A Framework for Diagnosing Search Agent Failures in Civic Information

    Sep 8, 2026Dingying Liu, Yunshun Zhong, Wentao Zhang +1Agent Failure AnalysisAI Agent Reliability

    University of Sydney · University of Toronto · University of Waterloo +1

  8. Remember and Reweight: Enhancing Multi-Agent Debate with Experience Memory and Confidence Estimation

    Sep 3, 2026Xuanfa Jin, Zhijian Ma, Yongcheng Zeng +3AI Agent ReliabilityMulti-Agent Debate

    Institute of Automation, Chinese Academy of Sciences · University of Chinese Academy of Sciences · University College London

  9. Where Reliability Lives: Experimental Localisation of Behavioural Properties in an Agent System

    Sep 2, 2026Timothy Marsden, Matthew Collecutt, James MarsdenAI Agent ReliabilityAgent-Based Modeling

    Taniwha AI

  10. Epistemic Sybil Resistance: Multiplying AI Agents Without Multiplying Evidence

    Sep 1, 2026Marc BaraAI Agent ReliabilityMulti-Agent LLM Systems

    Universitat Oberta de Catalunya (UOC), Barcelona, Spain

  11. EDGE: Engine for Deterministic Graph Evaluation through Conversation Simulation from Graph Structured DSL Configuration

    Aug 30, 2026Ram Kulathumani, Pushkar Nagar, Regunathan Radhakrishnan +6AI Agent ReliabilityLLM Agent Evaluation

    Salesforce, Palo Alto, USA.

  12. Forward-Deployed Full-Stack Engineering for Autonomous Cloud MLOps

    Aug 30, 2026Sagar Srinivas Sakhinana, Venkataramana RunkanaSoftware Engineering AgentsMulti-Agent Orchestration

    Tata Research Development and Design Centre

  13. Robustness Analysis of Agentic AI to Inconsistent and Incomplete Tool Responses

    Aug 24, 2026Jiachen Xu, Torben Bach Pedersen, Zhongming Yao +2Agent Failure AnalysisAI Agent Reliability

    Department of Computer Science Aalborg University Aalborg, Denmark · College of Computer Science and Technology Zhejiang University Hangzhou, China · School of Information Science and Engineering Northeastern University Shenyang, China

  14. Agent Behavioral Contracts II: Certifying Compositional Reliability Without Assuming Independence

    Aug 13, 2026Varun Pratap Bhardwaj, Garima Singh, Arun Pratap BhardwajAgent Failure AnalysisAI Agent Reliability

    Qualixar / Independent Researcher, India · Independent Researcher, India

  15. Specification-first convergence with an AI coding agent: a case study of dismantling a core architectural invariant across 189 files in a 717k-line codebase with no test oracle and no human code review

    Aug 12, 2026Joel AbenhaimSoftware EngineeringAI Agent Reliability

    AI Sovereign Labs, Paris, France

  16. Deployment Decision Reliability: A Generalizability-Theory Framework for Sizing Long-Horizon Agent Evaluations

    Aug 11, 2026Vasundra SrinivasanAI Agent ReliabilityAI Agent Evaluation

    Independent Researcher, Stanford School of Engineering

  17. Software Engineering for and with GUI Agent

    Aug 10, 2026Shengcheng Yu, Yuchen Ling, Junyang Xing +3AI Agent ReliabilityGUI Agents

    State Key Laboratory for Novel Software Technology, Nanjing University, China · Technical University of Munich, Germany

  18. CyberAGENTS: Structured Autonomy for Agentic Gamified Learning in Cybersecurity

    Aug 8, 2026Ivan Hornung, Deepthi Marasinghe Arachchige, Tharindu Kumarage +4AI Agent ReliabilityEducational Technology

    Arizona State University · Amazon AGI

  19. When Self-Evolution Backfires: Pre-Commit Gating against Skill Contamination in LLM Agents

    Aug 6, 2026Linfang Shang, Ming Xu, Yiding Sun +4AI Agent ReliabilityLLM Agent Skill Learning

    Tencent

  20. OrchestraBench: Evaluating Multi-Agent Orchestration Failure Modes, Recovery, and Decomposition Quality

    Aug 5, 2026Yidian Chen, Yingzi Gu, Natan Vidra +2Agent Failure AnalysisAI Agent Reliability

    Anote

  21. 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

  22. SafeCommit: Certifying When Memory-Grounded Agents May Safely Act

    Aug 4, 2026Mayur Akewar, Ravi RanjanAgent MemoryAI Agent Reliability

    Florida International University

  23. Local verification cannot detect non-transportability: a cohomological theory of context preservation in agentic reasoning

    Aug 4, 2026Suyash MishraAI Agent ReliabilityAgentic Reasoning

    AI researcher, Zürich, Switzerland

  24. 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

  25. Agents Catching Agents: Shortcut Cascades and Benchmark Gaming in Clinical Multi-Agent Systems

    Aug 4, 2026Sebastián Andrés Cajas Ordóñez, Agastya Munnangi, Aldo Marzullo +13AI Agent ReliabilityMulti-Agent LLM Systems

    MIT Critical Data, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States · Georgia State University, Atlanta, Georgia, United States · Politecnico di Milano, Milan, Italy +12

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

    Aug 3, 2026Sunny DubeyAI Agent ReliabilityAI Agent Monitoring

  27. PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise

    Aug 3, 2026Abdulrahman AlRabah, Xiaocheng Yang, Dilek Hakkani-Tür +1AI Agent ReliabilityAI-Assisted Decision Making

    University of Illinois Urbana-Champaign

  28. Control Under Compression: Reliability Frontiers for Tool-Using Agents

    Aug 2, 2026Yinghan Hou, Zongyou YangAI Agent ReliabilityAI Agent Benchmarks

    Department of Electrical and Electronic Engineering Imperial College London London, United Kingdom · Dyson School of Design Engineering Imperial College London London, United Kingdom

  29. DiffuseAgent-MI: Distributionally-Grounded,Tool-Integrated Self-Evolving Agents for Faithful Visual Reasoning

    Aug 1, 2026An Lanji, Dawei Liu, Jin Li +3AI Agent ReliabilityVLM Interpretability

    University of Electronic Science and Technology of China, Chengdu, China.

  30. Measuring Cross-Task Behavioral Consistency in Language Model Agents

    Jul 31, 2026Amritesh Banerjee, Pranil RaichuraAI Agent ReliabilitySoftware Engineering Agents

    University of Massachusetts Amherst · Mantis AI Research (MIT CSAIL)