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. OOM-RL II: Reality Is an Oracle, Not a Debugger Provenance-Constrained Diagnosis in Continually Evolving Agent-Engineered Systems

    Oct 7, 2026Kun Liu, Liqun ChenData ProvenanceAI Agent Auditing

  2. A Case Study in Assuring AI-Written Software

    Oct 6, 2026Lindsey Ferris, Sierra BonillaAI Agent ReliabilityAI Assurance

    Independent Researcher · University College London London, United Kingdom

  3. AgentSpy: Making AI Agent Behavior Observable

    Oct 5, 2026Christoph Bühler, Matteo Biagiola, Luca Di Grazia +1AI Agent ReliabilityAI Agent Auditing

    University of St. Gallen, St. Gallen, SG, Switzerland · University of St. Gallen and Università della Svizzera italiana (USI), St. Gallen and Lugano, SG and TI, Switzerland

  4. UndoBench: Separating Task Competence from Recovery Capability in Tool-Using AI Agents

    Oct 4, 2026Dolly Sah, Tanmay Sah, Harshul Jain +1Agent Failure AnalysisAI Agent Reliability

    Independent Researcher

  5. AECG: Asymmetric Experience Consolidation and Governance In Multi-Agent Systems

    Oct 4, 2026Ao Tian, Jialong Liu, Daqi Zheng +7AI Agent ReliabilityMulti-Agent LLM Systems

    Beihang University · Wuhan University · ModelBest +1

  6. Agents Are Systems, Not Models: Rethinking Agentic Evaluation

    Oct 1, 2026Luis Wiedmann, Leander Girrbach, Cordelia Schmid +1AI Agent ReliabilityAI Agent Evaluation

    Technical University of Munich, MCML · Helmholtz Munich · Inria, École normale supérieure, CNRS, PSL Research University

  7. Right Answers, Wrong States: Hidden Information Failures in Multi-Agent Collaboration

    Oct 1, 2026Herun Wan, Jiaying Wu, Minnan Luo +4AI Agent ReliabilityMulti-Agent Collaboration

    Xi’an Jiaotong University · National University of Singapore · Yunnan University +1

  8. YouRA: A Persistent-State Architecture for Evidence-Traceable Autonomous Research Agents

    Oct 1, 2026Yoonkyu Woo, Woojin Lee, Jin-Xia HuangAI Agent ReliabilityAI Agents for Scientific Discovery

    Electronics and Telecommunications Research Institute, Republic of Korea · Department of Artificial Intelligence, University of Science and Technology, Republic of Korea

  9. Empty Commitments: When Agents Promise What They Cannot Deliver

    Oct 1, 2026Jiaqi Tang, Bingyu Shen, Lan Wei +6AI Agent ReliabilityLLM Agent Evaluation

    Department of Computer Science and Technology, Kean University, Union, NJ, USA · Independent Researcher

  10. Legal Research Bench: Measuring End-to-End Reliability in Long-Horizon Legal Research Agents

    Sep 30, 2026Katrina Drozdov, Oliver Chen, Langston Nashold +1AI Agent ReliabilityLegal Citation Verification

    Vals AI San Francisco, USA

  11. AgBench: Agentic AI Benchmarks for Personal AI Devices

    Sep 29, 2026Yizhou Han, Di Wu, Dhananjay Saikumar +1AI Agent ReliabilityAI Agent Evaluation

    University of St Andrews, UK · Zhejiang University of Technology, China

  12. The Backdrop Exposes What the World Around an Agent Costs It

    Sep 29, 2026Nusrat Jahan Lia, Shubhashis Roy DiptaAI Agent ReliabilityPrompt Injection Attacks on AI Agents

    University of Dhaka · University of Maryland, Baltimore County

  13. When Tools Silently Lie: Evaluating and Mitigating Blind Compliance in Tool-Augmented Data Agents

    Sep 29, 2026Zifu Tao, Changqing YinAI Agent ReliabilityTool-Use Evaluation

    Tongji University

  14. Reliability Engineering for AI Systems: Challenges, Methods, and Directions

    Sep 28, 2026Rong Pan, Yili Hong, Min XieAI Agent ReliabilityAI Safety Evaluation

    Arizona State University, Tempe, AZ, USA · Virginia Tech, Blacksburg, VA, USA · City University of Hong Kong, Hong Kong

  15. BIABench: Evaluating AI agents on real-world bioimage analysis tasks

    Sep 28, 2026Zixuan Pan, Davide Panzeri, Lukas Johanns +5AI Agent ReliabilityAI Agent Evaluation

    Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, USA · Leibniz-Institut für Analytische Wissenschaften – ISAS – e.V., Dortmund, Germany · Institute of Computer Science, University of Tartu, Tartu, Estonia

  16. DISCERN: Can AI Agents Work Like Scientists and Guide Discovery?

    Sep 27, 2026Nan Huang, Mario Tapia-Pacheco, Kun Zhou +4AI Agent ReliabilityScientific Hypothesis Generation

    University of California San Diego · Independent Researcher

  17. CORTEX: A Verified Experience Layer for Generalist Agents

    Sep 27, 2026Garapati Keerthana, Manik GuptaAI Agent ReliabilityLifelong Learning Agents

    Birla Institute of Technology and Science, Pilani, Hyderabad, India

  18. Between the Commits: Process, Error, and Claim Reliability in a Wholly AI-Authored Codebase

    Sep 24, 2026Douglas LeithAI Agent ReliabilityData Provenance

    Trinity College Dublin Dublin, Ireland

  19. AquaMend: Minimal Re-probing and Conditional Rollback for Latent-Belief Failures in Embodied Agents

    Sep 24, 2026Yufan Liu, Shang Luo, Yang Liu +9Belief-Space PlanningAI Agent Reliability

    University College London · Peking University · School of Electrical and Electronic Engineering, Nanyang Technological University +4

  20. Reliability Theory for AI Control

    Sep 22, 2026Grant MolnarAI Agent ReliabilityAI Control

    Google DeepMind

  21. Governed AI-Agent Coordination for Dementia Care: Architecture, Safety Contracts, and Evidence-Derived Workflow Verification

    Sep 22, 2026Francesca Medda, Hui GongAI Agent ReliabilityHealthcare

    UCL Institute of Finance and Technology University College London London, United Kingdom

  22. Risk-Aware Online Conformal State Probing

    Sep 22, 2026Pietro Talli, Petar Popovski, Osvaldo SimeoneAI Agent ReliabilityConformal Prediction

    Institute for Intelligent Networked Systems, Northeastern University London · Connectivity Section, Department of Electronic Systems, Aalborg University

  23. Quantifying Overclaiming Propensity in Frontier LLM Agents

    Sep 17, 2026Nolan Smyth, Yorguin-Jose Mantilla-Ramos, Pascal Jr Tikeng Notsawo +6AI Agent ReliabilityAI Coding Agents

    Tara Research · Mila – Quebec AI Institute · Cohere

  24. Neuro-Symbolic Agentic AI for Networked Low-Altitude UAVs

    Sep 17, 2026Yuqi Ping, Tianhao Liang, Nanchi Su +4AI Agent ReliabilityAerial Robotics

    College of Informatics, Harbin Institute of Technology, Shenzhen 518000, China

  25. Securing quantum error correction against misleading advice from AI agents

    Sep 16, 2026A. Barış ÖzgülerAI Agent ReliabilityQuantum Error Correction

  26. A Study of the Reliability of Agentic AI-Generated Programs

    Sep 16, 2026Ayesha Shafique, Barton P. MIller, Elisa R. HeymannAI Agent ReliabilityAgentic Code Generation

  27. Locating Hidden Failures Makes Long-Horizon Agents More Reliable

    Sep 15, 2026Salman Rahman, Yubin Kim, Mihir Parmar +15Agent Failure AnalysisAI Agent Reliability

    University of California, Los Angeles · New York University · Google Research +1

  28. ERPBench: A State-Grounded Evaluation Paradigm for Computer-Use Agents in Enterprise Software

    Sep 15, 2026Kratika Bhagtani, Kusha Sridhar, Maziyar Baran Pouyan +2Computer-Use Agent BenchmarksAI Agent Reliability

    Center for Advanced AI, Accenture

  29. Agentic Societies Need a Social Harness

    Sep 15, 2026Tapan Chugh, Vidushi Singh, Krish Jain +2AI Agent ReliabilityMulti-Agent System Security

    University of Washington Seattle, Washington, USA

  30. Reality Is the Final Verifier: On Two Key Gaps in Agentic Software Engineering

    Sep 14, 2026Alexander Krentsel, Shubham Agarwal, Mert Cemri +5AI Agent ReliabilitySoftware Engineering Agents

    UC Berkeley