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. DualityCert: Verifier-Gated Language-Model Repair of Broken Duality Claims in Quantum Field Theory

    Jul 26, 2026Xingyang YuLLM Self-CorrectionClaim Verification

    Department of Physics Virginia Tech Blacksburg, VA 24061, USA

  2. SQBench: A Benchmark for Evaluating Task Delivery by Language-Model Agents in Production-Oriented Workflows

    Jul 25, 2026Summer SunLLM Agent EvaluationAI Agent Benchmarks

    Shaqiu Community

  3. The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents

    Jul 24, 2026Darshan Tank, Baran NamaLLM Agent EvaluationLLM Agent Skill Learning

    Sentient Labs

  4. Where Facts Go Missing: A Layerwise Taxonomy and Per-Layer Attribution of Information Omission in Air-Gapped LLMAgent Pipelines

    Jul 24, 2026Santhiya RajanLLM AuditingLLM Agent Reliability

    Multiverse Computing

  5. A Self-Calibrating Agentic AI Framework for Autonomous Edge Resource Allocation

    Jul 24, 2026Fin Gentzen, Marla Grunewald, Iulisloi Zacarias +2Edge ComputingLanguage Model Calibration

    Institut für Datentechnik und Kommunikationsnetze Technische Universität Braunschweig, Germany

  6. Reliability-Contagion Feasibility in LLM Multi-Agent Networks

    Jul 24, 2026Ruiwu Niu, Xincheng Shu, Ying ZhaoMulti-Agent LLM SystemsMulti-Agent Systems

    Department of Applied Data Science, Hong Kong Shue Yan University, Hong Kong SAR, China · Computational Communication Research Center, Beijing Normal University, Zhuhai 519087, China · School of Journalism and Communication, Beijing Normal University, Beijing 100875, China +1

  7. Spectral Dynamics of Semantic Drift in Clinical Multi-Agent Language Model Networks

    Jul 23, 2026Amritesh BanerjeeLanguage ModelingSpectral Methods

    University of Massachusetts Amherst, USA

  8. Co-design of LLM-based preference agents: participation may drive overtrust

    Jul 23, 2026Michael J. FellHuman Preference ModelingPreference Alignment

    University College London, London, UK

  9. Toward Continuous Assurance for the Democratization of AI Agent Creation in Industry

    Jul 23, 2026Natan Levy, Harel BergerAI Agent ReliabilityAI Agent Monitoring

    School of Computer Science and Engineering · The Department of Computer and Software Engineering

  10. pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development

    Jul 23, 2026Chen Zhu, Xiaolu Wang, Weilong ZhangAI-Assisted Scientific ResearchAI Agent Evaluation

    China Agricultural University · University of Cambridge

  11. GuardianAgentBench: Where Agents Fail and How to Guard Them

    Jul 23, 2026Vishal Ishwar Naik, Chenyu Xu, Donna Dong +5AI Agent ReliabilityLLM Guardrails

    Vectara, Inc., Palo Alto, CA, USA · Iowa State University, Ames, IA, USA

  12. Is Deep Research Reliable? Misleading Knowledge Induces False Conclusions

    Jul 23, 2026Pengyu Zhu, Lijun Li, Longju Yang +2Deep Research AgentsRAG Poisoning Attacks

    1Beijing University of Posts and Telecommunications · 2Shanghai Artificial Intelligence Laboratory · 3Chongqing University of Posts and Telecommunications

  13. Frontier Financial Judgement: Can agents tell what might move a stock?

    Jul 22, 2026Joshua HarrisAI Agent EvaluationAI Agent Benchmarks

    Sonto

  14. Same Game, Different Story: A Minimal Conservative Strategic Robustness Benchmark for Large Language Model Agents

    Jul 22, 2026Seyed Pouyan Mousavi Davoudi, Arshia Gharagozlou, Alireza Amiri-Margavi +2AI Agent BenchmarksFraming Effects in Language Models

    Independent Researcher in AI and Statistics Tehran, Iran · Mathematics & Statistics Department University of Minnesota Duluth Duluth, MN, USA · Computational Modeling and Simulation University of Pittsburgh Pittsburgh, PA, USA +1

  15. Agents in the Wild: Where Research Meets Deployment

    Jul 21, 2026Grace Hui Yang, Pranav N. Venkit, Hooman Sedghamiz +3AI Agent ReliabilityMulti-Agent LLM Systems

    Georgetown University · Washington, D.C., USA · Salesforce +7

  16. Guardrails as Scapegoats: Auditing Unfaithful Safety Refusals in Tool-Augmented LLM Agents

    Jul 21, 2026Aarushi SinghAI Agent ReliabilityLLM Agent Evaluation

    Independent Researcher India

  17. Operational Hallucination and Safety Drift in AI Agents

    Jul 20, 2026Shasha Yu, Fiona Carroll, Barry L. BentleyLLM Agent EvaluationAI Agent Safety

    Cardiff School of Technologies, Cardiff Metropolitan University Cardiff, UK · Harvard Medical School, Harvard University Boston, USA

  18. Towards Agentic Agent-based Models: Feasibility, Performance, and Statistical Model Checking

    Jul 20, 2026Stefano Blando, Emanuele Guerrazzi, Riccardo Porcedda +3Agent-Based ModelingLLM Agents

    Sant’Anna School of Advanced Studies Pisa, Italy · University of Pisa, Italy · CentraleSupélec, Université Paris-Saclay, France +2

  19. Verify, Repair, Repeat, or Stop? Robust Stopping for Noisy Verify-Repair Loops in LLM Agents

    Jul 20, 2026Yitao Wu, Si Shen, Rui Yang +2AI Agent ReliabilityLLM Self-Correction

    saofund.ai, Shenzhen, China · Shenzhen Xingqing Zhiti Technology Co., Ltd., Shenzhen, China · School of Information Technology and Engineering, Lanzhou University, Lanzhou, China

  20. DRNOISE: Benchmarking Deep Research Agents in Misleading Evidence Environments

    Jul 19, 2026Jun Nie, Zhiqin Yang, Zhenheng Tang +4AI Agent ReliabilityDeep Research Agents

    Hong Kong Baptist University · University of Science and Technology of China · The Hong Kong University of Science and Technology

  21. Where Does Agent Reliability Come From? A Cross-Benchmark Decomposition of Verification Loops, Specialist Models, and Scaffolding in a Production Enterprise Agent

    Jul 19, 2026Arunabh DastidarAI Agent ReliabilityLLM Answer Verification

    for the Leni Team · Leni Inc.

  22. Binding Drift in Multi-Step Tool-Augmented Agents

    Jul 17, 2026Rahul Suresh Babu, Shashank IndukuriLLM Agent EvaluationTool-Using Agents

  23. Behavioral Controllability of Agentic Models for Information Extraction: From Fixed Workflows to Reflective Agents

    Jul 17, 2026Lujia Zhang, Xingzhou Chen, Hongwei FengLLM Agent EvaluationDocument Information Extraction

  24. Proof-or-Stop: Don't Trust the Agent, Trust the Evidence -- Loop Engineering for Verifiable Evidence-Gated Lifecycle Control

    Jul 16, 2026Jek Huang, Jeffery Hsia, Jiayi Sun +3Software Engineering AgentsAI Agent Monitoring

    Prodenovo

  25. Beyond Generalist LLMs: Specialist Agentic Systems for Structured Code Workflow Execution

    Jul 16, 2026Harris Borman, Herman Wandabwa, Fusun Yu +4Software Engineering AgentsBusiness Process Automation

    Commonwealth Bank of Australia, Sydney, Australia.

  26. Tactile: Giving Computer-Using Agents Hands and Feet

    Jul 16, 2026Yong Liu, Zhenyi Zhong, Zhanpeng ShiComputer-Use AgentsGUI Agents

    Shanghai Jiao Tong University

  27. Structured Feedback Improves Repair in an LLM Agent Loop

    Jul 15, 2026Jaideep Ray, Ankit GoyalLLM Self-CorrectionLLM Agent Evaluation

    Independent Researcher

  28. DevicesWorld: Benchmarking Cross-Device Agents in Heterogeneous Environments

    Jul 15, 2026Huatao Li, Xinwei Geng, Yuheng Wang +9Computer-Use Agent BenchmarksLLM Agent Evaluation

    School of Artificial Intelligence, Shanghai Jiao Tong University · 2Honor Device Co., Ltd

  29. Towards Reliable AI-Assisted Analog Design: Template-Constrained LLM Agents for SAR ADC Generation

    Jul 15, 2026Dimple Vijay Kochar, Hae-Seung Lee, Anantha P. ChandrakasanElectronic Design AutomationLLM Agents

    Massachusetts Institute of Technology · Cambridge, MA, USA

  30. Critic Experience Bank: Self-Evolving Step-Level Confidence Estimation for LLM Agents

    Jul 14, 2026Yaopei Zeng, Congchao Wang, JianHang Chen +3AI Agent ReliabilityLLM Agent Evaluation

    Pennsylvania State University · Virginia Tech · Purdue University +1