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

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

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1,011 papers

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  1. AgentCheck: A Reproduce-Intervene-Mitigate Workbench for LLM Agents over MCP

    Jul 13, 2026Aritra Mazumder, Nusrat jahan LiaLarge Language Model AgentsRetrying

  2. Auditing Belief-Conditioned LLM Agents in Hidden-Information Social Deduction Games

    Jul 12, 2026Yuan Gao, Jiangyi Yang, Yao Zhao +1Multi-Agent SystemsLarge Language Model Agents

  3. MafiaScope: Non-Invasive, Time-Resolved Belief Probing for LLM Agents in Social Deduction Games

    Jul 12, 2026Ilia KarpovSocial ReasoningLarge Language Model Agents

  4. Large language model agents accelerate inverse design of metal-organic frameworks for gas separation

    Jul 12, 2026Zhaolin Hu, Hehe Fan, Wangyihan Guo +4Large Language Model AgentsAgent Framework

  5. Temporary Authority, Permanent Effects: Commit-Time Authorization for LLM Agents

    Jul 11, 2026Igor Santos-GrueiroAuthorizationAuthority

  6. Dynamic Agent Skills: A Lifecycle Survey and Taxonomy of Evolving Skill Libraries

    Jul 11, 2026Yubo LiReusable Agent SkillsLarge Language Model Agents

  7. AgentAbstain: Do LLM Agents Know When Not to Act?

    Jul 11, 2026Xun Liu, Yi Evie Zhang, Vira Kasprova +5Large Language Model AgentsAbstention

  8. Agora: Enhancing LLM Agent Reasoning Via Auction-Based Task Allocation

    Jul 10, 2026Kaiji Zhou, Aleš Leonardis, Yue FengAgentic ReasoningLarge Language Model Agents

  9. ProofCouncil: An LLM Agent for Solving Open Mathematical Problems

    Jul 10, 2026Johannes Schmitt, Tim Gehrunger, Jasper Dekoninck +4Large Language Model AgentsCritic Learning

  10. Fictional Worldbuilding: Multi-Agent LLM Collaboration with Hierarchical Context Compression and Iterative Review

    Jul 10, 2026Jingbo Chen, He Wang, Wei Yuan +2Minute-Long Consistent World GenerationMulti-Agent Large Language Model

  11. DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers

    Jul 10, 2026Jerzy Kamiński, Ilya Galyukshev, Artem Kuznetsov +4Agentic BenchmarksLarge Language Model Agents

  12. Communication-Efficient Digital-Twin Coordination for Heterogeneous LLM Embodied Agents over Computing Power Networks

    Jul 10, 2026Nuocheng Yang, Sihua Wang, Zihan Chen +2Multi-Agent CoordinationGlobal Coordination

  13. Toward Auditable AI Scientists: A Hypothesis Evolution Protocol for LLM Agents

    Jul 10, 2026Izumi Takahara, Teruyasu MizoguchiArtificial Intelligence ScientistsScientific Discovery

  14. Scoped Verification for Reliable Long-Horizon Agentic Context Evolution under Distribution Shift

    Jul 10, 2026Dan C. Hsu, Luke LuLong-Horizon AgentsLarge Language Model Agents

  15. Game Theory Driven Multi-Agent Framework Mitigates Language Model Hallucination

    Jul 9, 2026Runzhe Liu, Biquan Bie, Zihao Wang +7Multi-Agent Large Language ModelScientific Discovery

  16. TTHE: Test-Time Harness Evolution

    Jul 9, 2026Jun Nie, Yonggang Zhang, Jun Song +5Large Language Model AgentsTest Time

  17. From Prompts to Contracts: Harness Engineering for Auditable Enterprise LLM Agents

    Jul 9, 2026Joongho Ahn, Moonsoo KimPersonalized Large Language Model AgentsValidity

  18. Tool-Making and Self-Evolving LLM Agents in Low-Latency Systems

    Jul 9, 2026Kalle Kujanpää, Ning Liu, Shahnawaz Alam +4Large Language Model AgentsSelf-Evolving Agents

  19. From Atomic Actions to Standard Operating Procedures: Iterative Tool Optimization for Self-Evolving LLM Agents

    Jul 8, 2026Haipeng Ding, Yuexiang Xie, Zhewei Wei +2Self-Evolving AgentsMulti-Turn Tool-Use Agent

  20. Operational Reframing and Approval-Framed Delegation in Multi-Agent LLM Safety

    Jul 8, 2026Lifei Liu, Haoran Yu, Xiaochong Jiang +3Multi-Agent Large Language Model SystemsLarge Language Model Safety

  21. Evaluating SageMath-Augmented LLM Agents for Computational and Experimental Mathematics

    Jul 7, 2026Pavel Snopov, German MagaiPrivate BenchmarkLarge Language Model Agents

  22. Reliable and Developer-Aligned Evaluation of Agents for Software Engineering

    Jul 7, 2026Razvan Mihai PopescuAgentic EvaluationsLlm-Based Agent

  23. Information Gain-based Rollout Policy Optimization: An Adaptive Tree-Structured Rollout Approach for Multi-Turn LLM Agents

    Jul 7, 2026Yijun Zhang, Fan Xu, Jiaxin Ding +6Autoregressive RolloutMulti-Objective Policy Optimization

  24. LLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial Observability

    Jul 7, 2026Chenxu Wang, Yongkun Yang, Boyuan Du +2DeliberationLarge Language Model Decision-Making

  25. PolyWorkBench: Benchmarking Multilingual Long-Horizon LLM Agents

    Jul 7, 2026Hongliang Li, Yijin Liu, Zhiwei Zhang +5Large Language Model AgentsText-To-Cad

  26. Information Limits and Attractor Dynamics in Economies of Frontier LLM Agents: A Pre-Registered Test

    Jul 7, 2026Cheng QianEconomiesPersonalized Large Language Model Agents

  27. Beyond the Leaderboard: A Synthesis of Tool-Use, Planning, and Reasoning Failures in Large Language Model Agents

    Jul 7, 2026Wael Albayaydh, Rui Zhao, Ivan FlechaisLarge Language Model AgentsLarge Language Model Performance

  28. FirstResearch: Auditable Question Formation for LLM Scientific Discovery Agents

    Jul 6, 2026Yufeng WangAutoresearchPersonalized Large Language Model Agents

  29. When Agents Remember Too Much: Memory Poisoning Attacks on Large Language Model Agents

    Jul 6, 2026George Torres, Sharad Shrestha, Satyajayant MisraAgent MemoryLarge Language Model Agents

  30. MetaSkill-Evolve: Recursive Self-Improvement of LLM Agents via Two-Timescale Meta-Skill Evolution

    Jul 6, 2026Zefeng Wang, Minxi Yan, Jinhe Bi +3Skill EvolutionSelf-Evolving Agents

  31. PatchOptic for Shared-State LLM Workflows with Projected Views and Verified Structured Updates

    Jul 6, 2026Zhaoyu Bai, Jiaqi CaiKernel ContractsMulti-Agent Large Language Model Systems

  32. AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments

    Jul 6, 2026Zhiheng Xi, Dingwen Yang, Jiaqi Liu +22Large Language Model AgentsReal-World Environments

  33. Decision Protocols in Multi-Agent Large Language Model Conversations

    Jul 6, 2026Lars Benedikt KaesbergMulti-Agent Large Language ModelMulti-Turn Large Language Model Conversations

  34. ToolFailBench: Diagnosing Tool-Use Failures in LLM Agents

    Jul 6, 2026Harsh SoniFewer Tool-Call ErrorsLarge Language Model Agents

  35. Progressive Disclosure for LLM-Maintained Wiki Knowledge Bases: a Preregistered Ablation

    Jul 6, 2026Theodore O. CochranWikipediaProcedural Knowledge

  36. Measuring Harness-Induced Belief Divergence in Multi-Step LLM Agents

    Jul 5, 2026Haiwen Yi, Xinyuan SongAgent HarnessLarge Language Model Agents

  37. Learning to Control LLM Agent Harnesses with Offline Reinforcement Learning

    Jul 5, 2026Haiwen Yi, Xinyuan SongLarge Language Model AgentsControl System Operator Learning

  38. MechMath Agent Team: LLM Driven Agents for Mathematical Research

    Jul 5, 2026Yichuan Cao, Ruichen Qiu, Junqi Liu +5MathematicsMulti-Agent Reasoning

  39. HAS-Bench: Evaluating LLM-Based Human-Agent Systems under Configurable Human Participation

    Jul 5, 2026Yaozu Wu, Wei-Chieh Huang, Jizhou Guo +11Human OversightLlm-Based Agent

  40. CausalGame: Benchmarking Causal Thinking of LLM Agents in Games

    Jul 5, 2026Zhenhao Chen, Yongqiang Chen, Chenxi Liu +7Artificial Intelligence ScientistsLarge Language Model Agents

  41. Agentic-V2X: Small Language Model Agents for Deadline-Aware V2X Scheduling in 5G/6G Networks

    Jul 5, 2026Gerasimos Papanikolaou-Ntais, Alexandros Kaloxylos, Athanasios KanavosSchedulingMobile Networks

  42. Spinning Straw into Gold: Relabeling LLM Agent Trajectories in Hindsight for Successful Demonstrations

    Jul 5, 2026Zichao Li, Gang Wu, Zichao Wang +5Large Language Model AgentsHindsight

  43. Social Networks of LLM Agents

    Jul 4, 2026Kaixuan Liu, Guojun Xiong, Weinan Zhang +1Large Language Model AgentsConsensus

  44. APeB: Benchmarking Personalization Ability of Large Language Model Agents

    Jul 3, 2026Garry Yang, Zizhe Chen, Xinru Chen +9PersonalizationLarge Language Model Agents

  45. MedCalc-Pro: Solving Complex Medical Calculations with LLM Agents

    Jul 3, 2026Siran Zhao, Ruihui Hou, Ziyue Huai +2Clinical NotesBenchmarking Large Language Models

  46. Determinants and Limits of LLM Security-Tool Orchestration: A Study with HexStrike-AI

    Jul 3, 2026Romain Gerard, Assmaa Zeghaider, Yan GuoLarge Language Model SafetySecurity Analysis

  47. What LLM Agents Say When No One Is Watching: Social Structure and Latent Objective Emergence in Multi-Agent Debates

    Jul 2, 2026Arman Ghaffarizadeh, Danyal Mohaddes, Aliakbar Izadkhah +1Multi-Agent DebateDebate

  48. A2^{2}utoLPBench: An Auto-Generated, Agent-Friendly LP Benchmark via Inverse-KKT Construction

    Jul 2, 2026Shuo Ren, Yaohui Han, Yifan Shi +6Physics BenchmarksLlm-Based Agent

  49. BOUNDARY_SYNC: Measuring Communication-Induced Representational Coupling in Multi-Agent LLM Systems

    Jul 2, 2026Zewen LiuMulti-Agent Large Language Model SystemsCommunication Efficiency

  50. SenseWalk: Agent-Based Semantic Trajectory Simulation Powered by Large Language Models in Zoned Environments

    Jul 1, 2026Ziyue Lin, Xinhang Xie, Kangyi Wang +1Embodied AgentsInteraction Trajectories

  51. EPC: A Standardized Protocol for Measuring Evaluator Preference Dynamics in LLM Agent Systems

    Jul 1, 2026Zewen LiuPairwise PreferencesProtocol

  52. From Signals to Structure: How Memory Architecture Drives Language Emergence in LLM Agents

    Jun 30, 2026Yashar Talebirad, Eden Redman, Ali Parsaee +1Large Language Model AgentsAgent Memory

  53. QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents

    Jun 30, 2026Sergio Hernández-Gutiérrez, Matteo Merler, Ilze Amanda Auzina +3Large Language Model Agents

  54. Generative Skill Composition for LLM Agents

    Jun 30, 2026Xinyu Zhao, Zhen Tan, Vaishnav Tadiparthi +5Large Language Model AgentsTask Synthesis

  55. MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments

    Jun 30, 2026Qingyun Liu, Jiwen Zhang, Jingyi Hu +2Multimodal AgentsEmbodied Agents

  56. ForecastAgentSearch: Towards a Multi-Expert Agent Search System for Geopolitical Event Forecasting

    Jun 30, 2026Miaomiao Cai, He Chang, Yunshan Ma +1Search AgentsLarge Language Model Agents

  57. AutoTrainess: Teaching Language Models to Improve Language Models Autonomously

    Jun 30, 2026Zhaojian Yu, Penghao Yin, Shuzheng Gao +3Training Language ModelsPersonalized Large Language Model Agents

  58. MultiUAV-Plat: An LLM-Oriented Platform, Benchmark and Framework for Multi-UAV Collaborative Task Planning

    Jun 30, 2026Sheng Zhang, Qinglin Li, Yuechao Zang +3Multi-Uav SystemsMulti-Robot Systems

  59. OpenLife: Toward Open-World Artificial Life with Autonomous LLM Agents

    Jun 30, 2026Atsushi Masumori, Itsuki Doi, Norihiro Maruyama +2Large Language Model AgentsLife

  60. A Systematic Approach to Multi-Agent AI from Advanced Regulatory Control Theory: Safe and Auditable LLM Operator Agents for Process Control

    Jun 29, 2026Idelfonso B. R. Nogueira, Sigurd SkogestadMulti-Agent Large Language Model SystemsAgentic Control