Large Language Model Agents

Ask about this topic

Recent momentum

-45%

66 papers in the last 28 days · 1.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Also in Large Language Model Agents

Neighbouring directions

Multi-Agent Large Language ModelMulti-Agent Large Language Model SystemsLlm-Based AgentPersonalized Large Language Model Agents

Weekly history

Recent digests

What was published in this topic, kept on the site without email delivery.

Period ending 2026-09-21

23 new papers

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

Period ending 2026-09-14

22 new papers

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

Period ending 2026-09-07

16 new papers

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

736 papers

Latest in Large Language Model Agents

Browse all topics →
CardsList

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

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

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

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

  3. TTHE: Test-Time Harness Evolution

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

  4. 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

  5. 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

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

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

  7. 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

  8. 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

  9. PolyWorkBench: Benchmarking Multilingual Long-Horizon LLM Agents

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

  10. 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

  11. 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

  12. 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

  13. 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

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

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

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

    Jul 6, 2026Theodore O. CochranWikipediaProcedural Knowledge

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

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

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

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

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

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

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

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

  20. 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

  21. 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

  22. Social Networks of LLM Agents

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

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

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

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

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

  25. 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

  26. 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

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

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

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

    Jul 1, 2026Zewen LiuPairwise PreferencesProtocol

  29. 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

  30. 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

  31. Generative Skill Composition for LLM Agents

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

  32. 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

  33. 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

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

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

  35. Collective cooperation without individual fidelity in LLM agents

    Jun 29, 2026Henrique Ferraz de Arruda, Carlos Gracia Lázaro, Alberto Aleta +1Large Language Model AgentsCooperation

  36. Whose Side Is Your Agent On? Multi-Party Principal Loyalty in LLM Agents

    Jun 29, 2026Bojie Li, Noah ShiLarge Language Model AgentsTrade-Off

  37. LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception

    Jun 29, 2026Binyan Xu, Haitao Li, Kehuan ZhangLarge Language Model AgentsAgent Memory

  38. Neural Procedural Memory: Empowering LLM Agents with Implicit Activation Steering

    Jun 29, 2026Chengfeng Zhao, Yuqiao Tan, Shizhu He +3Large Language Model AgentsAgent Memory

  39. Towards Generalizable and Evidential Nuclear Magnetic Resonance-Based Molecular Structure Elucidation via Large Language Model Agent

    Jun 29, 2026Zheng Fang, Chen Yang, Yusen Tan +9Molecular Structure ElucidationVast Chemical Space

  40. A Diagnostic Framework and Multi-Evaluator Audit of Evaluator-Driven Preference Dynamics in Self-Adapting LLM Agents

    Jun 29, 2026Liu ZewenPairwise PreferencesLarge Language Model Agents

  41. Minority Sentinel: When to Overturn Majority Voting in Multi-Agent LLM Debates

    Jun 28, 2026Chuan He, Zebin Chen, Zhengyi Yang +5DebateLarge Language Model Decision-Making

  42. Memory as an Attack Surface in LLM Agents: A Study on Multiple-Choice Question Answering

    Jun 27, 2026Shahnewaz Karim Sakib, Anindya Bijoy DasLarge Language Model AgentsLarge Language Model Performance

  43. When Latent Agents Lie: KV-Cache Integrity in Multi-Agent LLM Collaboration

    Jun 27, 2026Luís Brito, Carlos BaqueroLarge Language Model AgentsAgent Memory

  44. Capability Gates Are Not Authorization: Confused-Deputy Failures in LLM Agent Frameworks

    Jun 27, 2026David Mellafe ZuvicAuthorizationUntrusted Input

  45. From Detection to Action: Using LLM Agents for Fault-Tolerant Control

    Jun 26, 2026Javal Vyas, Milapji Singh Gill, Artan Markaj +2Fault ToleranceLarge Language Model Agents

  46. LLM agents security duality: a comprehensive survey of self-security and empowered cybersecurity

    Jun 26, 2026Yiwei Xu, Yong Zhuang, Xuanming Liu +6CybersecurityThreat Models

  47. COOPA: A Modular LLM Agent Architecture for Operations Research Problems

    Jun 25, 2026Chuanhao Li, Xiaoan Xu, Dirk Bergemann +3Large Language Model AgentsKnowledge-Intensive Domains

  48. Supersede: Diagnosing and Training the Memory-Update Gap in LLM Agents

    Jun 25, 2026Vedant PatelLarge Language Model AgentsLarge Language Model Performance

  49. Joint Learning of Experiential Rules and Policies for Large Language Model Agents

    Jun 25, 2026Shicheng Ye, Chao YuAgentic Reinforcement-Learning FrameworkLarge Language Model Agents

  50. Semantic Early-Stopping for Iterative LLM Agent Loops

    Jun 25, 2026Sahil ShrivastavaEarly StoppingLarge Language Model Agents

  51. Where Do CoT Training Gains Land in LLM based Agents?

    Jun 25, 2026Jingyu Liu, Zhiwen Wang, Yuxin Jing +2Large Language Model AgentsLarge Language Model Reasoning

  52. Agents That Know Too Much: A Data-Centric Survey of Privacy in LLM Agents

    Jun 25, 2026Nada Lahjouji, Ashwin Gerard ColacoLarge Language Model AgentsAI Privacy Risks and Protection

  53. Adaptive Evaluation of Out-of-Band Defenses Against Prompt Injection in LLM Agents

    Jun 25, 2026Praneeth Narisetty, Shiva Nagendra Babu Kore, Uday Kumar Reddy Kattamanchi +1Indirect Prompt InjectionLarge Language Model Agents

  54. How Do Tool-Augmented LLM Agents Perform on Real-World Energy Analytics Tasks?

    Jun 24, 2026David Akinpelu, Akintonde Abbas, Rereloluwa Alimi +1Large Language Model AgentsAgentic Benchmarks

  55. EVOM: Agentic Meta-Evolution of Actor-Critic Architectures for Reinforcement Learning

    Jun 24, 2026Boyun Zhang, Chao Wang, Kai WuSoft Actor-CriticSelf-Evolving Agents

  56. Neglected Free Lunch from Post-training: Progress Advantage for LLM Agents

    Jun 24, 2026Changdae Oh, Wendi Li, Seongheon Park +3Reinforcement Learning Post-TrainingAgentic Reinforcement-Learning Framework

  57. Semantic Consistency Policy Optimization for Reinforcement Learning of LLM Agents

    Jun 24, 2026Peng Xu, Sijia Chen, Junzhuo Li +1Group Relative Policy OptimizationPotential-Based Reward Shaping

  58. SidConArena: An Environment Evaluating Agents in Open-Ended,Positive-Sum Bargaining Game

    Jun 24, 2026Yeqi Feng, Yuxin Chen, Tianxing HeNegotiationLarge Language Model Agents

  59. BiPACE: Bisimulation-Guided Policy Optimization with Action Counterfactual Estimation for LLM Agents

    Jun 24, 2026Hanyang Wang, Weijieying Ren, Yuxiang Zhang +4Group Relative Policy OptimizationLarge Language Model Agents

  60. The Interplay of Harness Design and Post-Training in LLM Agents

    Jun 24, 2026Kyungmin Kim, Youngbin Choi, Seoyeon Lee +3Large Language Model AgentsLLM Post-Training Methods