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. LLMs Can't Play Hangman: On the Necessity of a Private Working Memory for Language Agents

    Jan 11, 2026Davide Baldelli, Ali Parviz, Amal Zouaq +1LLM Agent MemoryLLM Agent Reliability

    Chandar Research Lab · LAMA-WeST Lab · Mila – Quebec AI Institute +2

  2. AOI: Context-Aware Multi-Agent Operations via Dynamic Scheduling and Hierarchical Memory Compression

    Dec 15, 2025Zishan Bai, Hanxuan Chen, Jiayi Gu +9Multi-Agent OrchestrationLLM Context Management

    Columbia University · Hunan University · Central University of Finance and Economics +8

  3. Echo-CoPilot: A Multiple-Perspective Agentic Framework for Reliable Echocardiography Interpretation

    Dec 6, 2025Moein Heidari, Ali Mehrabian, Mohammad Amin Roohi +5Medical VQAEchocardiography

    The University of British Columbia, Vancouver, BC, Canada · Rutgers Cancer Institute, New Brunswick, NJ, USA

  4. Bridging Symbolic Control and Neural Reasoning in LLM Agents -- The Structured Cognitive Loop

    Nov 21, 2025Myung Ho KimNeuro-Symbolic ReasoningAI Agent Governance

    JEI University

  5. Multi-Agent LLM Orchestration Achieves Deterministic, High-Quality Decision Support for Incident Response

    Nov 19, 2025Philip DrammehMulti-Agent LLM SystemsLLM Agent Orchestration

    Independent Researcher

  6. CXRAgent: Director-Orchestrated Multi-Stage Reasoning for Chest X-Ray Interpretation

    Oct 24, 2025Jinhui Lou, Yan Yang, Zhou Yu +4Chest X-Ray ClassificationLLM Agent Orchestration

    School of Computer Science, Hangzhou Dianzi University, Hangzhou, 310018, China · Department of Automation, Tsinghua University, Beijing 100084, China · Department of Colorectal Medical Oncology, Zhejiang Cancer Hospital, Hangzhou, 310022, China +2

  7. Proof-of-Use: Mitigating Tool-Call Hacking in Deep Research Agents

    Oct 13, 2025Shengjie Ma, Chenlong Deng, Jiaxin Mao +5LLM Agent ReliabilityRL for Tool Use

    Gaoling School of Artificial Intelligence, Renmin University of China China · OPPO China

  8. Domain-Specific Agents for Cherenkov Telescope Array Control Software and Gamma-Ray Data Analysis

    Oct 1, 2025Dmitriy Kostunin, Elisa Jones, Vladimir Sotnikov +3High-Energy PhysicsLLM Agents

    Deutsches Elektronen-Synchrotron DESY, 15738 Zeuthen, Germany · JetBrains Limited, 8046 Paphos, Cyprus · JetBrains GmbH, 80639 München, Germany +1

  9. Reasoning or Rambling? Exploring the Effect of Thinking on Agent Persuasion

    Sep 25, 2025Haodong Zhao, Jidong Li, Zhaomin Wu +4LLM AgentsPersuasion in Language Models

    School of Computer Science, Shanghai Jiao Tong University · 2National University of Singapore · 3Inner Mongolia Research Institute, Shanghai Jiao Tong University

  10. COCORELI: Enforcing Execution Preconditions for Reliable Collaborative Instruction Following

    Aug 29, 2025Swarnadeep Bhar, Omar Naim, Eleni Metheniti +4Instruction FollowingLLM Agent Planning

    IRIT · ANTI · ENS Paris-Saclay, France +1

  11. Beyond Semantic Similarity: Reducing Unnecessary API Calls via Behavior-Aligned Retriever

    Aug 20, 2025Yixin Chen, Ying Xiong, Shangyu Wu +4In-Context Example SelectionIn-Context Retrieval

    City University of Hong Kong · Mohamed Bin Zayed University of Artificial Intelligence · McGill University

  12. EndoCogniAgent: Closed-Loop Agentic Reasoning with Self-Consistency Validation for Endoscopic Diagnosis

    Aug 10, 2025Yi Tang, Kai-Ni Wang, Liang-Peng Pu +3EndoscopyMedical Imaging

    School of Biological Science and Medical Engineering, Southeast University, Nanjing 211189, China · Jiangsu Key Laboratory of Biomaterials and Devices, Southeast University, Nanjing 211189, China · State Key Laboratory of Digital Medical Engineering, Southeast University, Nanjing 211189, China +2

  13. From the Fluency Fallacy to the Micro-to-Macro Validity Gap: Opportunities and Pitfalls of LLMs in Social Simulation

    Jul 25, 2025Patrick Taillandier, Jean Daniel Zucker, Arnaud Grignard +4Human Behavior SimulationComputational Social Science

    UR MIAT, University of Toulouse, INRAE, Castanet-Tolosan, France · UMI UMMISCO, IRD, Sorbonne University, Bondy, France · UMR IRIT, University Toulouse Capitole, Toulouse, France +2

  14. Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor

    Jul 21, 2025Siyuan Liu, Wenjing Liu, Zhiwei Xu +3LLM Hallucination MitigationHallucination in Language Models

    College of Computer Science, Nankai University · College of intelligent Science and Technology, Inner Mongolia University of Technology · Institute of Computing Technology, Chinese Academy of Sciences +3

  15. SheetMind: Actions Set Accuracy, Agents Set the Failure Mode

    Jun 14, 2025Lyuhao Chen, Xi Cheng, Yanming Kang +11Multi-Agent LLM SystemsLLM Agent Evaluation

    Carnegie Mellon University · Cornell University · University of California, Berkeley +2

  16. Shutdownable Agents through POST-Agency

    May 26, 2025Elliott ThornleyAgent ReliabilityAI Agent Safety

  17. DrugAgent: Reliable Multi-Agent Integration of Conflicting Biomedical Evidence for Drug-Target Interaction Assessment

    Aug 23, 2024Yoshitaka Inoue, Tianci Song, Xinling Wang +3Multi-Agent LLM SystemsLLM Agent Reliability

    Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, USA · Computational Biology Branch, National Library of Medicine, Bethesda, MD, USA · Khoury College of Computer Sciences, Northeastern University, Arlington, VA, USA +2

  18. GRACE-DS: a Guarded Reward-guided Agent Correction Environment in Data Science

    Date pendingAleksandr Tsymbalov, Danis Zaripov, Artem Epifanov +1LLM Agent EvaluationAI Agent Benchmarks

    AI Talent Hub, ITMO University, Saint Petersburg, Russia · HSE University