Large Language Model Agents

Ask about this field

Recent momentum

emerging

0 papers in the last 28 days · 0.0% of indexed attention

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

Weekly history

Recent digests

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

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.

Inside this field

Focused directions

1,011 papers

Latest in Large Language Model Agents

Browse all topics →
CardsList

  1. GSAR: Typed Grounding for Hallucination Detection and Recovery in Multi-Agent LLMs

    Apr 25, 2026Federico A. KamelharHuman Grounded EvaluationMulti-Agent Large Language Model

  2. From Coarse to Fine: Self-Adaptive Hierarchical Planning for LLM Agents

    Apr 25, 2026Haoran Tan, Zeyu Zhang, Chen Ma +3Large Language Model AgentsImitation Learning

  3. No Test Cases, No Problem: Distillation-Driven Code Generation for Scientific Workflows

    Apr 25, 2026Siddeshwar Raghavan, Tanwi MallickScientific WorkflowsCode Generation

  4. Towards Automated Ontology Generation from Unstructured Text: A Multi-Agent LLM Approach

    Apr 25, 2026Abid Talukder, Maruf Ahmed Mridul, Oshani SeneviratneOntologyMulti-Agent Large Language Model

  5. ContextWeaver: Selective and Dependency-Structured Memory Construction for LLM Agents

    Apr 24, 2026Yating Wu, Yuhao Zhang, Sayan Ghosh +4Large Language Model AgentsAgent Memory

  6. From Demographics to Survey Anchors: Evaluating LLM Agents for Modeling Retirement Attitudes

    Apr 24, 2026Rubén Garzón, Pauline Baron, Vincent Grari +3SurveyDemographics

  7. Superminds Test: Actively Evaluating Collective Intelligence of Agent Society via Probing Agents

    Apr 24, 2026Xirui Li, Ming Li, Yunze Xiao +4Collective IntelligenceArtificial Intelligence Agents

  8. RouteGuard: Internal-Signal Detection of Skill Poisoning in LLM Agents

    Apr 24, 2026Wenjie Xiao, Xuehai Tang, Biyu Zhou +2Malicious CodePoisoning

  9. Reliable Self-Harm Risk Screening via Adaptive Multi-Agent LLM Systems

    Apr 24, 2026Meghana Karnam, Ananya JoshiSuicide RiskMulti-Agent Large Language Model Systems

  10. Sovereign Agentic Loops: Decoupling AI Reasoning from Execution in Real-World Systems

    Apr 24, 2026Jun He, Deying YuMulti-Agent Large Language Model SystemsAgent Loop

  11. How Consistent Are LLM Agents? Measuring Behavioral Reproducibility in Multi-Step Tool-Calling Pipelines

    Apr 23, 2026Abel YagubyanMulti-Turn Tool-Use AgentLarge Language Model Agents

  12. Learning to Communicate: Toward End-to-End Optimization of Multi-Agent Language Systems

    Apr 23, 2026Ye Yu, Heming Liu, Haibo Jin +3Multi-Agent Large Language ModelMulti-Agent Reasoning

  13. When Agents Look the Same: Quantifying Distillation-Induced Similarity in Tool-Use Behaviors

    Apr 23, 2026Chenghao Yang, Yuning Zhang, Zhoufutu Wen +4Large Language Model AgentsSemantic Similarity Metrics

  14. IntrAgent: An LLM Agent for Content-Grounded Information Retrieval through Literature Review

    Apr 23, 2026Fengbo Ma, Zixin Rao, Xiaoting Li +5Agentic RetrievalAutoresearch

  15. Supplement Generation Training for Enhancing Agentic Task Performance

    Apr 22, 2026Young Min Cho, Daniele Bonadiman, Divya Bhargavi +8Llm-Based AgentAgentic Tool Use

  16. Cooperative Profiles Predict Multi-Agent LLM Team Performance in AI for Science Workflows

    Apr 22, 2026Shivani Kumar, Adarsh Bharathwaj, David JurgensCooperationMulti-Agent Large Language Model

  17. Trust, Lies, and Long Memories: Emergent Social Dynamics and Reputation in Multi-Round Avalon with LLM Agents

    Apr 22, 2026Suveen EllawelaReputationDeception

  18. FSFM: A Biologically-Inspired Framework for Selective Forgetting of Agent Memory

    Apr 22, 2026Yingjie Gu, Wenjian Xiong, Liqiang Wang +7Agent MemoryCatastrophic Forgetting

  19. SkillLearnBench: Benchmarking Continual Learning Methods for Agent Skill Generation on Real-World Tasks

    Apr 22, 2026Shanshan Zhong, Yi Lu, Jingjie Ning +7Agent Skill EcosystemsLarge Language Model Agents

  20. TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs

    Apr 21, 2026Ziyi Wang, Chen Zhang, Wenjun Peng +2Multi-Agent Large Language ModelLarge Language Model Agents

  21. Separable Pathways for Causal Reasoning: How Architectural Scaffolding Enables Hypothesis-Space Restructuring in LLM Agents

    Apr 21, 2026John Alderete, Sebastian Benthal, Connie Xu +1Agentic ReasoningArtificial Intelligence Agents

  22. Taming Actor-Observer Asymmetry in Agents via Dialectical Alignment

    Apr 21, 2026Bobo Li, Rui Wu, Zibo Ji +5Multi-Agent ReasoningLarge Language Model Agents

  23. Mesh Memory Protocol: Semantic Infrastructure for Multi-Agent LLM Systems

    Apr 21, 2026Hongwei XuAgent MemoryMulti-Agent Large Language Model Systems

  24. Do Agents Dream of Root Shells? Partial-Credit Evaluation of LLM Agents in Capture the Flag Challenges

    Apr 21, 2026Ali Al-Kaswan, Maksim Plotnikov, Maxim Hájek +3Red-TeamingLanguage Model Evasion Attacks

  25. Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration

    Apr 20, 2026Qifan Zhang, Dongyang Ma, Tianqing Fang +5Self-Evolving AgentsSelf-Evolution

  26. Diversity Collapse in Multi-Agent LLM Systems: Structural Coupling and Collective Failure in Open-Ended Idea Generation

    Apr 20, 2026Nuo Chen, Yicheng Tong, Yuzhe Yang +5Multi-Agent SystemsIdeas

  27. GraSP: Graph-Structured Skill Compositions for LLM Agents

    Apr 20, 2026Tianle Xia, Lingxiang Hu, Yiding Sun +5Skill EvolutionLarge Language Model Agents

  28. Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents

    Apr 20, 2026Yingtao TianAlgorithmic CollusionMulti-Agent Systems

  29. Provable Coordination for LLM Agents via Message Sequence Charts

    Apr 19, 2026Benedikt Bollig, Matthias Függer, Thomas NowakLarge Language Model AgentsGlobal Coordination

  30. TrafficClaw: A Generalizable LLM Agent in the Unified Physical Environment for Urban Traffic Control

    Apr 19, 2026Siqi Lai, Pan Zhang, Yuping Zhou +3Adaptive Traffic Signal ControlTraffic

  31. Signal or Noise in Multi-Agent LLM-based Stock Recommendations?

    Apr 19, 2026George Fatouros, Kostas MetaxasMulti-Agent Large Language ModelMarket

  32. Systematic Capability Benchmarking of Frontier Large Language Models for Offensive Cyber Tasks

    Apr 18, 2026Tyler H. Merves, Michael H. Conaway, Joseph M. Escobar +2Language Model Evasion AttacksLarge Language Model Agents

  33. Graph-of-Agents: A Graph-based Framework for Multi-Agent LLM Collaboration

    Apr 18, 2026Sukwon Yun, Jie Peng, Pingzhi Li +5Multi-Agent Large Language ModelCollaboration

  34. The Consensus Trap: Rescuing Multi-Agent LLMs from Adversarial Majorities via Token-Level Collaboration

    Apr 18, 2026Jiayuan Liu, Shiyi Du, Weihua Du +2Multi-Agent Large Language ModelCollaboration

  35. HiveMind: OS-Inspired Scheduling for Concurrent LLM Agent Workloads

    Apr 18, 2026Justice Owusu Agyemang, Jerry John Kponyo, Obed Kwasi Somuah +3Large Language Model AgentsAgent Framework

  36. GenericAgent: A Token-Efficient Self-Evolving LLM Agent via Contextual Information Density Maximization (V1.0)

    Apr 18, 2026Jiaqing Liang, Jinyi Han, Weijia Li +15Large Language Model AgentsSelf-Evolving Agents

  37. On Safety Risks in Experience-Driven Self-Evolving Agents

    Apr 18, 2026Weixiang Zhao, Yichen Zhang, Yingshuo Wang +8Self-Evolving AgentsSafety

  38. ClimAgent: LLM as Agents for Autonomous Open-ended Climate Science Analysis

    Apr 18, 2026Hao Wang, Jindong Han, Wei Fan +1ClimateLarge Language Model Agents

  39. HeLa-Mem: Hebbian Learning and Associative Memory for LLM Agents

    Apr 18, 2026Jinchang Zhu, Jindong Li, Cheng Zhang +2Agent MemoryEpisodic Memory

  40. Don't Start What You Can't Finish: A Counterfactual Audit of Support-State Triage in LLM Agents

    Apr 17, 2026Eren UnluTriageLarge Language Model Agents

  41. Debate as Reward: A Multi-Agent Reward System for Scientific Ideation via RL Post-Training

    Apr 17, 2026Moein Salimi, Babak Hosseini Mohtasham, Amin Aghakasiri +6IdeasMulti-Agent Large Language Model

  42. Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility, Cost, and Bottlenecks in Multi-Agent Workflows

    Apr 17, 2026Luay Gharzeddine, Samer SaabMulti-Agent WorkflowsMulti-Turn Tool-Use Agent

  43. Experience Compression Spectrum: Unifying Memory, Skills, and Rules in LLM Agents

    Apr 17, 2026Xing Zhang, Guanghui Wang, Yanwei Cui +4Large Language Model AgentsAgent Memory

  44. CoEvolve: Training LLM Agents via Agent-Data Mutual Evolution

    Apr 17, 2026Shidong Yang, Ziyu Ma, Tongwen Huang +3Self-Evolving AgentsAgentic Reinforcement-Learning Framework

  45. MemEvoBench: Benchmarking Safety Risks from Memory Misevolution in LLM Agents

    Apr 17, 2026Weiwei Xie, Shaoxiong Guo, Fan Zhang +5Large Language Model SafetyLarge Language Model Agents

  46. A Survey on Long-Term Memory Security in LLM Agents: Attacks, Defenses, and Governance Across the Memory Lifecycle

    Apr 17, 2026Zehao Lin, Xixuan Hao, Renyu Fu +5Threat ModelsLarge Language Model Agents

  47. Conjunctive Prompt Attacks in Multi-Agent LLM Systems

    Apr 17, 2026Nokimul Hasan Arif, Qian Lou, Mengxin ZhengMulti-Agent Large Language Model SystemsLanguage Model Evasion Attacks

  48. SAT: Sequential Agent Tuning for Coordinator Free Plug and Play Multi-LLM Training with Monotonic Improvement Guarantees

    Apr 17, 2026Yi Xie, Yangyang Xu, Yi Fan +1Multi-Agent Large Language ModelHyperparameter Optimization

  49. CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas

    Apr 16, 2026Emanuel Tewolde, Xiao Zhang, David Guzman Piedrahita +2CooperationLarge Language Model Agents

  50. Scepsy: Serving Agentic Workflows Using Aggregate LLM Pipelines

    Apr 16, 2026Marcel Wagenländer, Otto White, Britannio Jarrett +6Agentic WorkflowsLlm-Based Agent

  51. Autonomous Evolution of EDA Tools: Multi-Agent Self-Evolved ABC

    Apr 16, 2026Cunxi Yu, Haoxing RenElectronic Design AutomationSelf-Evolution

  52. Atropos: Improving Cost-Benefit Trade-off of LLM-based Agents under Self-Consistency with Early Termination and Model Hotswap

    Apr 16, 2026Naryeong Kim, Shin YooLlm-Based AgentLLM Inference Efficiency

  53. Does RL Expand the Capability Boundary of LLM Agents? A PASS@(k,T) Analysis

    Apr 16, 2026Zhiyuan Zhai, Wenjing Yan, Xiaodan Shao +1Agentic Reinforcement-Learning FrameworkLarge Language Model Agents

  54. Layered Mutability: Continuity and Governance in Persistent Self-Modifying Agents

    Apr 16, 2026Krti TallamModificationsMultilingual Agents

  55. HWE-Bench: Benchmarking LLM Agents on Real-World Hardware Bug Repair Tasks

    Apr 16, 2026Fan Cui, Hongyuan Hou, Zizhang Luo +2Benchmarking Large Language ModelsLarge Language Model Agents

  56. When Less Latent Leads to Better Relay: Information-Preserving Compression for Latent Multi-Agent LLM Collaboration

    Apr 14, 2026Yiping Li, Zhiyu An, Wan DuMulti-Agent Large Language ModelMulti-Agent Systems

  57. Grounded autonomous scrutiny at scale: emergent critique from reproduction of published computational physics papers

    Apr 14, 2026Haonan HuangPeer ReviewReproducibility

  58. AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

    Apr 13, 2026Zijie Zhao, Chenyuan Yang, Weidong Wang +3BugTest Generation

  59. UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents

    Apr 13, 2026Yijuan Liang, Xinghao Chen, Yifan Ge +5Multi-Turn Tool-Use AgentTool Invocation

  60. Diversity Without Fidelity: A Solver-Sampler Mismatch in Multi-Agent LLM Negotiation Simulation

    Apr 12, 2026Sandro AndricNegotiationMulti-Agent Simulations