Large Language Model Agents

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Period ending 2026-09-21

33 new papers

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Period ending 2026-09-14

34 new papers

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Period ending 2026-09-07

29 new papers

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  1. PlanBench-XL: Evaluating Long-Horizon Planning of LLM Tool-Use Agents in Large-Scale Tool Ecosystems

    Jun 21, 2026Jiayu Liu, Qihan Lin, Cheng Qian +8Large Language Model PlanningLarge Language Model Agents

  2. Hypothesis-Driven Skill Optimization for LLM Agents

    Jun 21, 2026Fangxin Shang, Yehui YangLarge Language Model AgentsPersonalized Large Language Model Agents

  3. Harness-MU: A Safe, Governed, and Effective Harness for Multi-User LLM Agents

    Jun 20, 2026Wangxuan Fan, Xiaoyu Nie, Zhongxiang DaiLarge Language Model AgentsLarge Language Model Safety

  4. AgentCAT: Simulating Computerized Adaptive Testing via Multi-Agent Large Language Models

    Jun 20, 2026Weiyuan Zhou, Haiping Ma, Xiaoshan Yu +3Adaptive TestingComputerized Adaptive Testing

  5. Training the Orchestrator: A Supervised Approach to End-to-End PDDL Planning with LLM Agents

    Jun 19, 2026Rajesh Mangannavar, Zachary Coalson, Pranay Dugar +1Large Language Model PlanningClassical Planning

  6. Safe to Check, Unsafe to Use: Relinking at the Compression Boundary of LLM Agents

    Jun 19, 2026Zesen Liu, Zihan Zhang, Dongdong SheVulnerability Detection & RepairContext Compression

  7. PrivacyAlign: Contextual Privacy Alignment for LLM Agents

    Jun 19, 2026Manveer Singh Tamber, Abhay Puri, Marc-Etienne Brunet +3Artificial Intelligence AlignmentLarge Language Model Agents

  8. Hallucination as Context Drift: Synchronization Protocols for Multi-Agent LLM Systems

    Jun 19, 2026Carson RodriguesMulti-Agent Large Language ModelMulti-Agent Large Language Model Systems

  9. Don't Blindly Trust It: How Unreliable Feedback Breaks Tool-Using LLM Agents

    Jun 19, 2026Chubin Zhang, Zhenglin Wan, Xingrui Yu +5Multi-Turn Tool-Use AgentAgentic Evaluations

  10. Sakana Fugu Technical Report

    Jun 19, 2026Yujin Tang, Edoardo Cetin, Jinglue Xu +11Large Language Model AgentsTechnical Report

  11. A Multi-Agent Audit Framework for High-Stakes Reasoning: Evaluation and Interpretability in Clinical Mental Health Screening

    Jun 19, 2026Jingchen Ye, Yanpei Yu, Luyao ZhangClinical ReasoningMulti-Agent Large Language Model Systems

  12. When Does Overlap Help? OSU-Mem and a Cell-Conditional Analysis of Trajectory Memory for LLM Agents

    Jun 19, 2026Mellow Baixuan Chen, Xiangguo SunLarge Language Model AgentsRetrieval Layer

  13. Local LLM Agents as Vulnerable Runtimes:A Source-Code Audit of the Agent Runtime Layer

    Jun 19, 2026Zhengsong Zhang, Zongze Li, Jiawei Guo +1OpenclawVulnerable Code

  14. Contagion Networks: Evaluator Preference Propagation in Multi-Agent LLM Systems

    Jun 18, 2026Zewen LiuMulti-Agent Large Language Model SystemsAgentic Evaluations

  15. AutoPass: Evidence-Guided LLM Agents for Compiler Performance Tuning

    Jun 18, 2026Zepeng Li, Jie Ren, Zhanyong Tang +2Code OptimizationTuning

  16. Phoenix: Safe GitHub Issue Resolution via Multi-Agent LLMs

    Jun 18, 2026Kipngeno Koech, Muhammad Adam, Baimam Boukar Jean Jacques +1RepositoryRemediation

  17. AI Economist Agent: An Agentic Framework for Evidence-Based Economic and Financial Analysis with RAG, Knowledge Graphs, and Large Language Models

    Jun 18, 2026Masahiro KatoEconomiesPersonalized Large Language Model Agents

  18. When Lower Privileges Suffice: Investigating Over-Privileged Tool Selection in LLM Agents

    Jun 18, 2026Kaiyue Yang, Yuyan Bu, Jingwei Yi +5Fewer Tool-Call ErrorsPrivilege Illusion

  19. Integrating Large Language Model Agents with Digital Twins for Industrial Autonomous Systems

    Jun 18, 2026Yuchen XiaDigital TwinsAutomated

  20. AtomMem: Building Simple and Effective Memory System for LLM Agents via Atomic Facts

    Jun 18, 2026Yanyu Yao, Shangze Li, Zhi Zheng +4Agent MemoryLarge Language Model Agents

  21. ORAgentBench: Can LLM Agents Solve Challenging Operations Research Tasks End to End?

    Jun 18, 2026Jiajun Li, Mingshu Cai, Yixuan Li +5Opti-Agent-BenchMulti-Agent Orchestration Frameworks

  22. Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents

    Jun 18, 2026Dhaval C. Patel, Kaoutar El Maghraoui, Shuxin Lin +58Agentic EvaluationsAgentic Benchmarks

  23. Uncertainty Decomposition for Clarification Seeking in LLM Agents

    Jun 17, 2026Gregory MatsnevLarge Language Model UncertaintyLarge Language Model Agents

  24. A Technical Taxonomy of LLM Agent Communication Protocols

    Jun 17, 2026Linus Sander, Habtom Kahsay Gidey, Alexander Lenz +1Large Language Model AgentsProtocol

  25. Leadership as Coordination Control: Behavioral Signatures and the Recovery-Advantage Boundary in Multi-Agent LLM Teams

    Jun 17, 2026Haewoon KwakMulti-Agent Large Language ModelCoordination

  26. CAPRA: Scaling Feedback on Software Architecture Deliverables with a Multi-Agent LLM System

    Jun 17, 2026Marco Becattini, Niccolò Caselli, Matteo Minin +2Multi-Agent Large Language Model SystemsFeedback Learning

  27. Decoupling Search from Reasoning: A Vendor-Agnostic Grounding Architecture for LLM Agents

    Jun 17, 2026Emmanuel Aboah Boateng, Kyle MacDonald, Amardeep Kumar +2Large Language Model AgentsDecoupling

  28. LLMZero: Discovering Adaptive Training Strategies for RL Post-Training via LLM Agents

    Jun 16, 2026Haoyang Fang, Wei Zhu, Boran Han +11Reinforcement Learning Post-TrainingExploration-Exploitation Dilemma

  29. ReproRepo: Scaling Reproducibility Audits with GitHub Repository Issues

    Jun 16, 2026Shanda Li, Qiuhong Anna Wei, Jingwu Tang +5ReproducibilityRepository

  30. Compositional Skill Routing for LLM Agents: Decompose, Retrieve, and Compose

    Jun 16, 2026Xueping GaoLarge Language Model AgentsWeave

  31. A Framework for Evaluating Agentic Skills at Scale

    Jun 16, 2026Maksim Shaposhnikov, Nicolas Fortuin, Simon Stipcich +3Agentic EvaluationsLarge Language Model Agents

  32. SEAGym: An Evaluation Environment for Self-Evolving LLM Agents

    Jun 16, 2026Congjie Zheng, Chuanyi Xue, Bin Liang +2Self-Evolving AgentsAgent Harness

  33. PARSE: Provenance-Aware Retrieval Sanitization for Professional Domain LLM Agents

    Jun 16, 2026Aaditya PaiPrompt-Level MitigationsIndirect Prompt Injection

  34. Interpretable and Verifiable Hardware Generation with LLM-Driven Stepwise Refinement

    Jun 16, 2026You Li, Samuel Mandell, David Z. PanHardware Description LanguagesRegister Transfer Level

  35. Verified Detection and Prevention of Concurrency Anomalies in Multi-Agent Large Language Model Systems

    Jun 15, 2026Sajjad KhanMulti-Agent Large Language Model SystemsDeterministic

  36. TokenPilot: Cache-Efficient Context Management for LLM Agents

    Jun 15, 2026Buqiang Xu, Zirui Xue, Dianmou Chen +12Large Language Model MemoryLarge Language Model Agents

  37. GIST-CMTF: Goal-State Inference for Causal Minimal Tool Filtering in LLM Agents

    Jun 15, 2026Rahul Suresh Babu, Rohit ShuklaMulti-Turn Tool-Use AgentLarge Language Model Agents

  38. Skill-to-LoRA: From Using Skills to Learning Behaviors for Token-Efficient LLM Agents

    Jun 15, 2026Tianyi Zhang, Zhonghao QiPersonalized Large Language Model Agents

  39. AgentFairBench: Do LLM Agents Discriminate When They Act?

    Jun 15, 2026Triveni Morla, Rohith Reddy Bellibaltu, Manpreet Singh +1Large Language Model BiasLarge Language Model Agents

  40. CoffeeBench: Benchmarking Long-Horizon LLM Agents in Heterogeneous Multi-Agent Economies

    Jun 15, 2026Issa Sugiura, Daichi Hattori, Kazuo Araragi +5Multi-Agent SimulationsLong-Horizon Agents

  41. SING: Synthetic Intention Graph for Scalable Active Tool Discovery in LLM Agents

    Jun 15, 2026Qiao Xiao, Haochen Shi, Yisen Gao +9Large Language Model AgentsReasoning Graphs

  42. Can LLM Coding Agents Reason About Time Series?

    Jun 15, 2026Filip Rechtorík, Ondřej Dušek, Zdeněk KasnerLarge Language Model AgentsTime Series

  43. An Evaluation of Data Leakage Risks in Tool-Using LLM Agents in Realistic Scenarios

    Jun 15, 2026Hankyul Baek, Jaewon Noh, Sang Seo +5Data LeakageArtificial Intelligence Safety

  44. How Much Coordination Gain Is Real? A Paired Noise-Floor Protocol for Multi-Agent LLM Benchmarks

    Jun 15, 2026Alibek T Kaliyev, Artem MaryanskyyMulti-Agent Large Language ModelGlobal Coordination

  45. SkillVetBench: LLM-as-Judge for Multi-Dimensional Security Risk Evaluation in Open-Source LLM Agent Skills

    Jun 14, 2026Ismail Hossain, Sai Puppala, Md Jahangir Alam +2Security AnalysisLarge Language Model Safety

  46. LLM-as-Code: Agentic Programming for Agent Harness

    Jun 14, 2026Junjia Qi, Zichuan Fu, Jingtong Gao +4Large Language Model AgentsAgent Harness

  47. RetailBench: Benchmarking long horizon reasoning and coherent decision making of LLM agents in realistic retail environments

    Jun 14, 2026Linghua Zhang, Jun Wang, Jingtong Wu +1Large Language Model AgentsReal-World Environments

  48. FragFuse: Bypassing Access Control of Large Language Model Agents via Memory-Based Query Fragmentation and Fusion

    Jun 14, 2026Zixin Rao, Wentian Zhu, Chan Aristella Lu +5Language Model Evasion AttacksLarge Language Model Agents

  49. ToolMenuBench: Benchmarking Tool-Menu Filtering Strategies for Reliable and Efficient LLM Agents

    Jun 13, 2026Rahul Suresh Babu, Laxmipriya Ganesh IyerMulti-Turn Tool-Use AgentTool

  50. Let LLMs Judge Each Other: Multi-Agent Peer-Reviewed Reasoning for Medical Question Answering

    Jun 13, 2026Zaifu Zhan, Shuang Zhou, Rui ZhangMulti-Agent ReasoningLarge Language Model Agents

  51. CoAgent: Concurrency Control for Multi-Agent Systems

    Jun 13, 2026Hongtao Lyu, Dingyan Zhang, Mingyu Wu +2Multi-Agent Large Language Model SystemsMulti-Agent Systems

  52. AutoDojo: Adaptive Black-Box Attacks Reveal the Limits of IPI Defenses and Task-Specification Effects in LLM Agents

    Jun 13, 2026Xinhang Ma, Taoran Li, Chaowei Xiao +3Indirect Prompt InjectionTransformation-Based Attacks

  53. PrologMCP: A Standardized Prolog Tool Interface for LLM Agents

    Jun 12, 2026Agnieszka Mensfelt, Adarsh Prabhakaran, Adrian Haret +2Large Language Model ReasoningTheorem

  54. AgentSpec: Understanding Embodied Agent Scaffolds Through Controlled Composition

    Jun 12, 2026Jixuan Chen, Jianzhi Shen, Haoqiang Kang +10Embodied AgentsLarge Language Model Agents

  55. When Errors Become Narratives: A Longitudinal Taxonomy of Silent Failures in a Production LLM Agent Runtime

    Jun 12, 2026Wei WuLarge Language Model AgentsErrors

  56. Is Your Agent Playing Dead? Deployed LLM Agents Exhibit Constraint-Evasive Fabrication and Thanatosis

    Jun 12, 2026Andoni Rodríguez, Alberto Pozanco, Daniel BorrajoLarge Language Model Agents

  57. When the Tool Decides: LLM Agents Defer Blindly to Graph Neural Network Tools, and Stronger Backbones Defer More

    Jun 12, 2026Zhongyuan Wang, Pratyusha VemuriPersonalized Large Language Model AgentsGraph Neural Networks

  58. Communication Policy Evolution for Proactive LLM Agents

    Jun 12, 2026Xinbei Ma, Jiyang Qiu, Yao Yao +10Large Language Model AgentsCommunication

  59. Retrospective Progress-Aware Self-Refinement for LLM Agent Training

    Jun 12, 2026Xinbei Ma, Congmin Zheng, Jiyang Qiu +10Agentic Reinforcement-Learning FrameworkLarge Language Model Agents

  60. Closing the Reflection Gap: A Free Calibration Bonus for Agentic RL

    Jun 12, 2026Yinglun ZhuAgentic Reinforcement-Learning FrameworkReflections