Large Language Model Agents

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Period ending 2026-09-21

33 new papers

A weekly snapshot of new work published in Large Language Model Agents.

Period ending 2026-09-14

34 new papers

A weekly snapshot of new work published in Large Language Model Agents.

Period ending 2026-09-07

29 new papers

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1,011 papers

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  1. Authoring for Living Worlds: Tool-Constrained LLM Agents for Executable Multi-Actor Scenarios

    Apr 11, 2026Nicolae Cudlenco, Mihai Masala, Marius LeordeanuLarge Language Model Agents

  2. Marginal-Contribution Policy Gradients under Filtered Feedback for Multi-Agent LLMs

    Apr 3, 2026Elai Ben-Gal, Stela TongCredit AssignmentMulti-Agent Reinforcement Learning

  3. Too Polite to Disagree: Understanding Sycophancy Propagation in Multi-Agent Systems

    Apr 3, 2026Vira Kasprova, Amruta Parulekar, Abdulrahman AlRabah +5SycophancyMulti-Agent Large Language Model

  4. PolyJarvis: An LLM-Orchestrated Agent for Automated All-Atom Molecular Dynamics of Amorphous Homopolymers

    Apr 2, 2026Alexander Zhao, Achuth Chandrasekhar, Amir Barati FarimaniPolymerMolecular Dynamics

  5. Agentic Tool Use in Large Language Models

    Apr 1, 2026Jinchao Hu, Meizhi Zhong, Kehai Chen +2Large Language Model AgentsAgentic Tool Use

  6. From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents

    Mar 27, 2026Trilok Padhi, Ramneet Kaur, Krishiv Agarwal +9Large Language Model AgentsConformal Inference

  7. Ask or Assume? Uncertainty-Aware Clarification-Seeking in Coding Agents

    Mar 27, 2026Nicholas Edwards, Sebastian SchusterCoding AgentsLarge Language Model Agents

  8. T-MAP: Red-Teaming LLM Agents with Trajectory-aware Evolutionary Search

    Mar 21, 2026Hyomin Lee, Sangwoo Park, Yumin Choi +3Language Model Evasion AttacksRed-Teaming

  9. LiveClawBench: Benchmarking LLM Agents on Complex, Real-World Assistant Tasks

    Mar 20, 2026Xiang Long, Li Du, Yilong Xu +11Agentic BenchmarksClaws

  10. Automated Membership Inference Attacks (AutoMIA): Discovering MIA Signal Computations using LLM Agents

    Mar 19, 2026Toan Tran, Olivera Kotevska, Li XiongMembership Inference AttacksLarge Language Model Agents

  11. Retrieval-Augmented LLM Agents: Learning to Learn from Experience

    Mar 18, 2026Thomas Palmeira Ferraz, Romain Deffayet, Vassilina Nikoulina +2Agentic Reinforcement-Learning FrameworkLarge Language Model Agents

  12. RetailBench: Evaluating Long-Horizon Autonomous Decision-Making and Strategy Stability of LLM Agents in Realistic Retail Environments

    Mar 17, 2026Linghua Zhang, Jun Wang, Jingtong Wu +1Large Language Model AgentsReal-World Environments

  13. AgentWorm: Self-Propagating Attacks Across LLM Agent Ecosystems

    Mar 16, 2026Yihao Zhang, Zeming Wei, Xiaokun Luan +7Large Language Model AgentsOpenclaw

  14. Exploring Plan Space through Conversation: An Agentic Framework for LLM-Mediated Explanations in Planning

    Mar 2, 2026Guilhem Fouilhé, Rebecca Eifler, Antonin Poché +2Large Language Model PlanningClassical Planning

  15. Catalyst-Agent: Autonomous heterogeneous catalyst screening with an LLM Agent

    Mar 1, 2026Achuth Chandrasekhar, Janghoon Ock, Amir Barati FarimaniHeterogeneous CatalysisMaterials Science

  16. A General Equilibrium Theory of Orchestrated AI Agent Systems

    Feb 23, 2026Jean-Philippe GarnierLarge Language Model AgentsArtificial Intelligence Agents

  17. Evaluating Collective Behaviour of Hundreds of LLM Agents

    Feb 18, 2026Richard Willis, Jianing Zhao, Yali Du +1Collective BehaviorsLarge Language Model Agents

  18. AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents

    Feb 15, 2026Lingxiang Hu, Yiding Sun, Tianle Xia +6Agentic BenchmarksAds

  19. When Agents Disagree With Themselves: Behavioral Consistency as an Uncertainty Signal for LLM Agents

    Feb 12, 2026Aman MehtaLarge Language Model UncertaintyLarge Language Model Agents

  20. ReplicatorBench: Benchmarking LLM Agents for Replicability in Social and Behavioral Sciences

    Feb 11, 2026Bang Nguyen, Dominik Soós, Qian Ma +8ReproducibilityAgentic Benchmarks

  21. Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization

    Feb 11, 2026Yihang Yao, Zhepeng Cen, Haohong Lin +6Agentic Reinforcement-Learning FrameworkLarge Language Model Agents

  22. Architectural Design, Not Only Model Intelligence, Governs Multi-Agent LLM Performance

    Feb 3, 2026Abdelghny Orogat, Ana Rostam, Essam MansourMulti-Agent Large Language ModelScalability

  23. Demonstration-Free Robotic Control via LLM Agents

    Jan 28, 2026Brian Y. Tsui, Alan Y. Fang, Tiffany J. HwuGeneralizable Robotic ManipulationsEmbodied Agents

  24. Beyond Static Summarization: Proactive Memory Extraction for LLM Agents

    Jan 8, 2026Chengyuan Yang, Zequn Sun, Wei Wei +1Large Language Model AgentsSummarization

  25. Evolving Excellence: Automated Optimization of LLM-based Agents

    Dec 9, 2025Paul Brookes, Vardan Voskanyan, Rafail Giavrimis +18Agentic OptimizationLlm-Based Agent

  26. Auditable Context-Aware HFMD Forecasting with Structured LLM Agents

    Nov 28, 2025Joongwon Chae, Runming Wang, Chen Xiong +5Clinical PredictionPersonalized Large Language Model Agents

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

    Nov 21, 2025Myung Ho KimLarge Language Model AgentsPersonalized Large Language Model Agents

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

    Nov 19, 2025Philip DrammehIncident ResponseMulti-Agent Large Language Model Systems

  29. Who Gets the Reward & Who Gets the Blame? Evaluation-Aligned Training Signals for Multi-LLM Agents

    Nov 11, 2025Chih-Hsuan, Yang, Tanwi Mallick +5Multi-Agent Large Language ModelProcess Reward Modeling

  30. Debate2Create: Robot Co-design via Multi-Agent LLM Debate

    Oct 29, 2025Kevin Qiu, Marek CyganMulti-Agent DebateMulti-Agent Large Language Model

  31. Communication and Verification in LLM Agents towards Collaboration under Information Asymmetry

    Oct 29, 2025Run Peng, Ziqiao Ma, Amy Pang +5Large Language Model AgentsCollaboration

  32. Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

    Oct 22, 2025Gil Pasternak, Dheeraj Rajagopal, Julia White +4ProactiveLarge Language Model Agents

  33. Check Yourself Before You Wreck Yourself: Selectively Quitting Improves LLM Agent Safety

    Oct 18, 2025Vamshi Krishna Bonagiri, Ponnurangam Kumaragurum, Khanh Nguyen +1Large Language Model AgentsLarge Language Model Safety

  34. Why Do LLM Agents Fail in Exploring New Environments? A World-Modeling Perspective

    Oct 16, 2025Shiqi Chen, Tongyao Zhu, Zian Wang +8Large Language Model AgentsAgentic Reinforcement-Learning Framework

  35. BuildBench: Benchmarking LLM Agents on Compiling Real-World Open-Source Software

    Sep 27, 2025Zehua Zhang, Ati Priya Bajaj, Divij Handa +14Cp-AgentLarge Language Model Agents

  36. InqEduAgent: Adaptive AI Learning Partners with Gaussian Process Augmentation

    Aug 5, 2025Wen-Xi Yang, Tian-Fang Zhao, Guan LiuAdaptive TestingHuman-Ai Collaboration

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

    Jul 21, 2025Siyuan Liu, Wenjing Liu, Zhiwei Xu +3Llm-Based AgentHallucination Rate

  38. Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions

    Jul 7, 2025Yuanzhe Hu, Yu Wang, Julian McAuleyAgent MemoryLarge Language Model Agents

  39. AgentMisalignment: Measuring the Propensity for Misaligned Behaviour in LLM-Based Agents

    Jun 4, 2025Akshat Naik, Emma Gouné, Patrick Quinn +4Large Language Model AgentsLlm-Based Agent

  40. Seven Security Challenges in Cross-domain Multi-agent LLM Systems

    May 28, 2025Ronny Ko, Jiseong Jeong, Shuyuan Zheng +4Multi-Agent Large Language Model SystemsLarge Language Model Safety

  41. TAMA: A Human-AI Collaborative Thematic Analysis Framework Using Multi-Agent LLMs for Clinical Interviews

    Mar 26, 2025Huimin Xu, Seungjun Yi, Terence Lim +9Multi-Agent Large Language Model

  42. AgentRM: Enhancing Agent Generalization with Reward Modeling

    Feb 25, 2025Yu Xia, Jingru Fan, Weize Chen +7Agentic Reinforcement-Learning FrameworkLlm-Based Agent

  43. LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals

    Nov 15, 2024Joon Sung Park, Carolyn Q. Zou, Jonne Kamphorst +8User SimulationLarge Language Model Agents

  44. Agent-OM: Leveraging LLM Agents for Ontology Matching

    Dec 1, 2023Zhangcheng Qiang, Weiqing Wang, Kerry TaylorLarge Language Model Agents

  45. Evaluating Memory Structure in LLM Agents

    Date pendingAlina Shutova, Alexandra Olenina, Ivan Vinogradov +1Agent MemoryLong-Term Memory

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

    Date pendingAleksandr Tsymbalov, Danis Zaripov, Artem Epifanov +1Llm-Based AgentValidity

  47. Learning What to Retain: Gated-Memory Routing for Efficient Collaboration in Multi-Agent LLM Systems

    Date pendingRakibul Hasan Rajib, Mengxin Zheng, Qian LouMulti-Agent Large Language Model SystemsAgent Memory

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

    Date pendingSeyed Pouyan Mousavi Davoudi, Arshia Gharagozlou, Alireza Amiri-Margavi +2Large Language Model AgentsCooperation

  49. EvoHarnessBench: Can Your Agents Keep Pace with an Evolving Harness?

    Date pendingZixuan Ke, Vaidehi Patil, Haizhou Shi +9Agent HarnessLlm-Based Agent

  50. Clearing the Fog: Towards Installing and Refining Proactive Exploration Capabilities in LLM Agents

    Date pendingZhizhao Guan, Chen Huang, Ziming Liu +5Large Language Model AgentsAutonomous Exploration Strategies

  51. WorkflowPerturb: Calibrated Stress Tests for Evaluating Multi-Agent Workflow Metrics

    Date pendingMadhav Kanda, Sharad Agarwal, Rodrigo Fonseca +2Workflow Automation and OptimizationMulti-Agent Workflows