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. Why Better Models Can Create Riskier Systems: Evidence from LLM Agents in Financial Markets

    Sep 7, 2026Jillian Ross, Eric So, Zoe De Simone +2Large Language Model AgentsMarket

  2. Beyond Prompts: Measuring and Optimizing LLM Tool-Agent Harnesses

    Sep 4, 2026Cen Mia Zhao, Haibo Ruan, Wenjie Chen +3Multi-Turn Tool-Use AgentLarge Language Model Agents

  3. HarvestBench: Measuring Whether LLM Agents Will Pay to Avoid Killing Animals

    Sep 3, 2026Jasmine Brazilek, Miles Tidmarsh, Matthias Endres +2Large Language Model AgentsSide Effects

  4. SENTINEL-RL: Offloading Topological Reasoning from LLM Agents in the Security Operations Center

    Sep 3, 2026Uday Vallabhaneni, Cassie L. Cagwin, David J. WildLarge Language Model AgentsTopological Data Analysis

  5. Bioinfoysis Technical Report

    Sep 3, 2026Qingyang Shao, Xin Zhang, Zhouyang Yuan +24Large Language Model AgentsLong-Horizon Tasks

  6. Proactive Service Agents: A Unified Decision Framework, Methods, and Evaluation

    Sep 3, 2026Yan Tang, Tingyu Cao, Yuanbo Tang +2ProactiveAgent Decisions

  7. KC-Bench: A Dynamic Interactive Benchmark for Evaluating Knowledge Conflicts in LLM Agents

    Sep 3, 2026Yaxing Lyu, Shengjie Zhou, Binbin Toh +2Knowledge ConflictsLarge Language Model Agents

  8. Counterfactual Fairness Audits of Multi-Step Clinical LLM Agents Require a Measured Per-Action Instability Floor

    Sep 2, 2026Rohith Reddy Bellibaltu, Manpreet Singh, Deepak Parashar +1Fairness AuditsCounterfactual Reasoning

  9. SLIDEFORGE: An LLM Agent for Controllable Editing of Slides as Structured Artifacts

    Sep 2, 2026Haozhen Zheng, Fulin Wang, Tianhu Xiong +6Large Language Model AgentsAutonomous Hard Drive Disassembly

  10. You Can't Escape Your Own Activations : Evaluation Awareness and Multi-Agent Monitoring

    Sep 2, 2026Aritra Das, Jaee Ponde, Mihir More +1Multi-Agent SystemsLarge Language Model Agents

  11. Agent Memory Is a Surface for Endogenous Authorization Laundering

    Sep 1, 2026Tommaso Cerruti, Mika Okamoto, Ansel Kaplan ErolAuthorizationAgent Memory

  12. EDGE: Error Dependency Graph-Guided Multi-Error Attribution in Multi-Agent LLM Systems

    Sep 1, 2026Jun Hou, Priya Pitre, Yi Fang +1Multi-Agent Large Language Model SystemsDependency Graph

  13. Classic AI Scaffolding for LLM Social Agents

    Sep 1, 2026Anatole GershmanUser SimulationPersonalized Large Language Model Agents

  14. WorldBench: Culturally Grounded Benchmark for Multilingual Agents

    Sep 1, 2026Leonardo Ranaldi, Sherrie Shen, Jushi Kai +1Multilingual AgentsAgentic Benchmarks

  15. Data-Driven Persona-Conditioned Agents for A/B Test Simulation

    Sep 1, 2026Ziyad Benomar, Weronika Łajewska, Leonardo Perelli +1User SimulationData-Driven

  16. Reinforcement Learning Enhanced LLM Agents for Complex Vehicle Routing Problems

    Sep 1, 2026Yi Chen, Zikang Yu, Jiahai Wang +3Vehicle Routing ProblemClassical Solvers

  17. Control-Data Flow Separation: Stable Prompt Optimization in Multi-Agent LLMs

    Sep 1, 2026Wentao Zhang, Syed Shariyar Murtaza, Junaid Ahmad Bhatti +4Multi-Agent Large Language ModelMulti-Agent Large Language Model Systems

  18. SoK: When Safe Agents Fail Together: The Security of Multi Agent LLM Systems

    Sep 1, 2026Rui Yang, Junjie Xu, Zhengyu Liu +4Multi-Agent SystemsMulti-Agent Large Language Model Systems

  19. Towards a Belief-Based World Model for LLM Agents

    Aug 31, 2026Shubham Kumar, Harshit Kumar, Narendra Ahuja +1Latent World ModelsLarge Language Model Agents

  20. Delegation Without Trust: An Empirical Gap Analysis of Identity, Authorization, and Runtime Governance in Multi-Agent LLM Systems

    Aug 31, 2026Panduranga Sai Varma Dantuluri, Jyotirmoy SundiDelegationAuthorization

  21. Detecting AI Impostors: How Do Middle Schoolers Identify LLM Agents in a Live Collaborative Setting?

    Aug 31, 2026Dan Schumacher, Pragathi Durga Rajarajan, Haven Kotara +6Artificial Intelligence DetectionArtificial Intelligence Literacy

  22. E-Commerce Bench: Evaluating LLM Agents on Long-Horizon Autonomous Business Operation

    Aug 31, 2026Wei Fan, Xinjie Shen, Xudong Guo +8Agentic CommerceLarge Language Model Agents

  23. BAITBENCH: Measuring Agent Reward Hacking with Optional Shortcuts Planted in ML Tasks

    Aug 31, 2026Pradyumna Shyama Prasad, Meiri Anto, Leon Eshuijs +3Agentic BenchmarksLarge Language Model Agents

  24. Beyond Consensus: Downward Bias and Role Asymmetry in Multi-Agent LLM Judges for Subjective Evaluation

    Aug 31, 2026Minsoo Song, Chanwoo Kim, Sugyeong Eo +1Multi-Agent DebateLarge Language Model Judges

  25. Will the User Ever Know? Covert Indirect Prompt Injection Attacks on Tool-Using LLM Agents

    Aug 31, 2026Yunseok Lee, Yunji Kim, Woojin LeeIndirect Prompt InjectionLarge Language Model Agents

  26. Ignorance or Incompetence? Constructing Knowledge-Gated, Verifiable Tasks for LLM Agents

    Aug 31, 2026Hanlin Tian, Minhao Li, Yu Mi +5Large Language Model AgentsCompetency Questions

  27. GPAgentBench-2K: Benchmarking Large Language Model Agents in Complex Clinical Action Space

    Aug 31, 2026Boqi Chen, Xudong Liu, Yunke Ao +2Large Language Model AgentsOpti-Agent-Bench

  28. Can LLMs Take the Pulse of the Economy? A Real-Time Evaluation of LLM Nowcasts on Macroeconomic Indicators

    Aug 31, 2026Xinyue Zhao, Ruiyi Zhang, Liqin Ye +3EconomiesLarge Language Model Agents

  29. How do World Models and Policies Compose in LLM Agents? A Joint Spectral and Behavioral Account

    Aug 30, 2026Ruize Xu, Xiao Yu, Yujin Tang +2Agentic Reinforcement-Learning FrameworkWorld Models

  30. Reachability-Based Capability Confinement for LLM Agents under Indirect Prompt Injection

    Aug 30, 2026Wujie Xiong, Rabimba Karanjai, Yang Lu +2Large Language Model AgentsIndirect Prompt Injection

  31. Persona-Execution Separation: An Architecture Pattern for Evolving LLM Agents under Execution Audit

    Aug 27, 2026Yisen XiAgent ExecutionLarge Language Model Agents

  32. ProgRouter: Online Progress-Guided Orchestration for Multi-Agent LLM Workflows under Quality-Cost Tradeoffs

    Aug 26, 2026Songyuan Li, Ahmed M. Abdelmoniem, Shiqiang WangMulti-Agent Large Language Model SystemsMulti-Agent Large Language Model

  33. TRACE: A Self-Evolving Skill Bank for Consistent, Limit-Aware LLM Agents

    Aug 24, 2026Wenhao Wu, Menghao Zhang, Xin Wang +3Large Language Model AgentsSkill Evolution

  34. Designing a Robust LLM-Based Evaluation System for Agentic AI in Drug Discovery Through Human Alignment

    Aug 21, 2026Emma Granqvist, Rocío Mercado, Samuel GenhedenLlm-As-A-JudgeLlm-Based Agent

  35. Competing at Every Price Point with Agentic Evolution over a Menu of LLMs

    Aug 17, 2026Andrew BorthwickLlm-Based AgentSelf-Evolving Agents

  36. Evo-Harness: Context-to-Harness Skill Compilation for Self-Evolving Agents

    Aug 15, 2026Tianxin Wei, Zhan Shi, Minhua Lin +14Self-Evolving AgentsLarge Language Model Agents

  37. StateBridge: Training-free Hidden-state Alignment for Latent Communication in LLM Multi-Agent Systems

    Aug 13, 2026Yanwen Peng, Delvin Ce Zhang, Xi Wang +1Multi-Agent Large Language ModelLarge Language Model Backbones

  38. Teach the Magnitude, Not the Direction: Verifier-Bounded Credit Assignment for Multi-Turn Multi-step LLM Agents

    Aug 13, 2026Zechuan Wang, Siyuan Lu, Hongxuan Zhang +3Credit AssignmentReinforcement Learning With Verifiable Reward

  39. SkillShapley: Boundary-Adaptive Shapley Valuation for Skill Step Attribution in LLM Agents

    Aug 13, 2026Chang Liu, Yuqi Zhang, Yiman Zhong +3Agent Skill EcosystemsLarge Language Model Agents

  40. LycheeMemory V2: Efficient Long-Term Memory for LLM Agents via Semantic Segment-Level Consolidation

    Aug 13, 2026Dongfang Li, Zixuan Liu, Junmai Wang +5Long-Term MemoryLarge Language Model Agents

  41. Beyond Handcrafted Security: Towards Self-Evolving Defense for LLM Agents

    Aug 13, 2026Jiajun Ruan, Peiyang Li, Yukun Chen +2Defense StrategiesRuntime Enforcement

  42. Practice Makes Unsafe: Skill Misevolution in Self-Improving LLM Agents

    Aug 13, 2026Xutao Mao, Liangjie Zhao, Xiang Zheng +1Skill EvolutionLarge Language Model Agents

  43. SteerBench-Work: A Benchmark for Agent Steering at Action Boundaries

    Aug 12, 2026Oguz Serdar, Cuneyt MertayakLarge Language Model AgentsCommits

  44. EgoCITE: Context-Augmented Indexing and Time-Aware Retrieval for Long-Horizon Egocentric Memory

    Aug 12, 2026Le Zhang, Ke SunAgent MemoryAgentic Retrieval

  45. Do LLMs Beat Nash? Testing Decentralized Coordination in Self-Play Multi-Agent Games

    Aug 12, 2026Deborah Sinishaw, Qile Zhu, Edwin Meriaux +1Multi-Agent Large Language ModelSelf-Play

  46. One Frozen Simulator Is Not Enough: Simulator Collapse in Multi-Agent RL

    Aug 12, 2026Simon Yu, Nicholas Tomlin, Marwa Abdulhai +7Multi-Agent SimulationsSimulation-Based Reinforcement Learning

  47. Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents

    Aug 12, 2026Gen Dong, Yanjie Gao, Liqun Li +3Large Language Model AgentsEmpirical Study

  48. ToolHazard: Scaling Adversarial Environments for Security Evaluation and Alignment of LLM-based Agents

    Aug 12, 2026Yutao Mou, Pengfei Yang, Zhe Yin +6Multiple Attack SurfacesIndirect Prompt Injection

  49. Towards a Formal Definition of Agent Memory: Basis, Span, Optimality, and the Sequential Memory Problem

    Aug 12, 2026Hongyao TangAgent MemorySubstantial Memory

  50. Beyond Single-Turn Confidence: Trajectory-Adapted Uncertainty Quantification for LLM Agents

    Aug 12, 2026Dylan Bouchard, Mohit Singh ChauhanLarge Language Model UncertaintyLarge Language Model Agents

  51. From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate

    Aug 11, 2026Pardis Taghavi, Santosh BhavaniPersonalized Large Language Model AgentsHuman Judgment

  52. Better, Faster, Stronger: Programmatic Skill Learning Best Reduces Agent Cost

    Aug 11, 2026Zixi Huang, Xiheng Wang, Andrew Wang +4Agentic Reinforcement-Learning FrameworkLarge Language Model Agents

  53. Backdoor Decontamination Dynamics in LLM Agents

    Aug 11, 2026Gabriel Huang, Abhay Puri, Léo Boisvert +4Backdoor AttacksLanguage Model Evasion Attacks

  54. REDAgentBench: Executable Red Teaming and Faithful Measurement of LLM Agent Systems

    Aug 11, 2026Zixing Chen, Xingyuan Liu, Jie Zhu +6Red-TeamingRuntime Enforcement

  55. Detecting an Effect Is Not Learning to Act on It: A Reward-SNR Floor for LLM Acquisition Agents

    Aug 11, 2026Ying YuanLarge Language Model AgentsSignal-To-Noise Ratio

  56. Not a Monolith: Lab-Level Divergence in the Cooperative Equilibria of Chinese Frontier LLM Agents

    Aug 10, 2026Francisco León Zúñiga BolívarCooperationFrontier Models

  57. SHE: Trajectory-driven Safety Harness Evolution for LLM Agents

    Aug 10, 2026Wanying Qu, Qinghua Mao, Yu Li +12Large Language Model SafetyLarge Language Model Agents

  58. The Politician, the Liar, and the Obedient Worker: Emerging Behavior of LLM Agents in Hierarchical Games

    Aug 10, 2026Fatemeh Seyedin, Adrian Weller, Jinhyuk Yun +1Game TheoryLarge Language Model Agents

  59. Capability Is Not Propensity: Measuring Pressure-Robust Cooperative Behavior in Civic LLM Agents

    Aug 10, 2026Neel Tushar Shah, Manglam Kartik, Akshat KarkarCooperationSocial Reasoning

  60. Beyond the Capability Boundary: Zeroth-Order Optimization for Self-Evolving LLM Agents

    Aug 10, 2026Bingzhen Liu, Xiaomeng Fan, Yuwei Wu +4Self-EvolutionLarge Language Model Agents