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. Quantifying Overclaiming Propensity in Frontier LLM Agents

    Sep 17, 2026Nolan Smyth, Yorguin-Jose Mantilla-Ramos, Pascal Jr Tikeng Notsawo +6Coding AgentsPersonalized Large Language Model Agents

  2. Chronicle: Cut-Point Replay for Regression Testing of LLM Agents

    Sep 17, 2026Tisha Chawla, Susheem KoulLarge Language Model Agents

  3. How Do Agent Harnesses Create Value? Planning Information and Release Control in Stateful LLM Agents

    Sep 17, 2026Yukun Zhang, Kemu Xu, Yishen ChenAgent HarnessLarge Language Model Planning

  4. STR-Agent: An LLM-Driven Agent for QoS-Aware Routing in LEO Satellite Networks

    Sep 17, 2026Bowen Lu, Mugen Peng, Yaohua Sun +3SatelliteLlm-Based Agent

  5. Dual-Axis Policy Optimization for LLM Agents: Bayesian Feedback Attribution and Trajectory Mass Normalization

    Sep 17, 2026Yingxuan Zhuang, Binhe Yu, Jingxiao Yang +6Multi-Objective Policy OptimizationLarge Language Model Agents

  6. Large Language Model Agents for Evidence Based Genetic Disease Severity Classification

    Sep 17, 2026Tohid Ghasemnejad, Ahmadreza Argha, Mark Grosser +7PhenotypesCalibrated Severity

  7. Closed-World Resolution Against Tool Hallucination in LLM Agents

    Sep 16, 2026Laxmipriya Ganesh IyerLarge Language Model HallucinationTool Invocation

  8. CERA-MoA: Co-Evolving Routing Mechanisms with Continually Learning LLM Agents

    Sep 16, 2026Jiaxuan Jiang, Liyuan He, Zhixuan FangMulti-Agent Reinforcement LearningAdaptive Routing

  9. Collective Loss of Control in LLM Agent Systems: An Epidemic Account of Mutation, Contagion, and Recovery

    Sep 16, 2026Xiangfan Wu, Zonghao Ying, Huiyu Wu +4Multi-Agent EvolutionAgentic Control

  10. Bias Amplification in Multi-Agent Network: How Biased Agents Shape Opinions and Rhetoric

    Sep 16, 2026Omran Berjawi, Giuseppe Fenza, Rida KhatounLarge Language Model BiasMulti-Agent Large Language Model

  11. Symbolic Temporal Supervision of LLM Agents Using Contracts

    Sep 16, 2026Yifeng Xiao, Pierluigi NuzzoLarge Language Model AgentsLinear Temporal Logics

  12. Interpreting and Steering LLM Agents for Social Simulations

    Sep 14, 2026Jiayue Gaveal Fan, Arul Murugan, Shreyas Krishnan +1User SimulationLarge Language Model Agents

  13. Agentic Search Spaces for Tabular Machine Learning

    Sep 14, 2026Renat Sergazinov, Artem Chistyakov, Sergey Pankevich +1Tabular LearningLarge Language Model Agents

  14. Cheap Talk Stabilizes Strategic Interaction in LLM Agents

    Sep 14, 2026Nunzio Lorè, Hongan Zhu, Babak HeydariLarge Language Model AgentsImperfect-Information Games

  15. Spurious Tool Use: When RL Agents Learn the Wrong Reason to Act

    Sep 14, 2026Yiwei Yang, Haoxiang Zhang, Bingbing Wen +6Fewer Tool-Call ErrorsLarge Language Model Agents

  16. The Router Within: Eliciting Native Skill Routing from a Frozen LLM

    Sep 14, 2026Ruishuo Chen, Xun Wang, Yu Chen +2Large Language Model RoutingLarge Language Model Agents

  17. HypoEvolve: Genetic Algorithms Enable Multi-Agent LLMs to Discover Scientific Hypotheses

    Sep 14, 2026Jieyuan Liu, Mengzhou Hu, Jefferson Chen +10Hypothesis GenerationMulti-Agent Evolution

  18. Universal Defenses for Tool-Integrated LLM Agents Against Adversarial Attacks

    Sep 14, 2026Xiaoyan Li, Yunli WangLanguage Model Evasion AttacksLarge Language Model Agents

  19. Assembling the CREW: A Collaborative Multi-agent Reinforcement Learning Framework for Automated Related Work Generation

    Sep 14, 2026Hai-Dang Dang, Bao-Yen Pham, Bao Nguyen +2Workflow GenerationMulti-Agent Large Language Model

  20. When Agents Slow Down: Understanding LLM Agents' Test-Time Strategies via Elo-per-token Analysis

    Sep 14, 2026Kaiyuan Liu, Qiuyang Mang, Bo Peng +6Large Language Model Agents

  21. Why LLM Agents Collapse Without Oversight: The Enforcement Gap as the Mechanism Behind Emergence World Failures

    Sep 14, 2026Yuhang WangLarge Language Model AgentsPersonalized Large Language Model Agents

  22. LifeMem: Enabling Lifelong Experience Reuse for LLM Agents

    Sep 14, 2026Yuli Qiu, Yutong Li, Wei Su +5Agent MemoryLarge Language Model Agents

  23. Look Before You Leap: Pre-Action Verification for LLM Agents

    Sep 14, 2026Asaad AlthoubiVerifierLarge Language Model Agents

  24. GAUGE: When Not to Trust LLM-as-a-Judge in User-Simulated Evaluation of Task-Oriented Agents

    Sep 14, 2026Umesh Bodhwani, Thanh Tran, Kai WeiAgentic EvaluationsLlm-As-A-Judge

  25. Granularity-Adaptive Credit Assignment for Long-Horizon LLM Agent Reinforcement Learning

    Sep 14, 2026Taoran Liang, Yang Liu, Shang Luo +9Critic-Free Reinforcement LearningCredit Assignment

  26. Behavior Quotient Learning for Low-Rank Adaptation of LLM Agents

    Sep 14, 2026Pengyang Zhou, Xiaobin Tu, Zhengxi Liu +7Low-Rank AdaptationLow-Rank Adaptation Adapters

  27. AIM: A Privacy-Aware Interoperable Memory Framework for Multi-Agent Multi-User LLM Systems

    Sep 14, 2026Zachary Johnson, Nigel Boachie Kumankumah, Somya Chatterjee +8Agent MemoryMulti-Agent Large Language Model

  28. What Drives Recovery in Agentic Text-to-Cypher? LAST-CQ: An LLM Agent Self-Refinement Framework

    Sep 14, 2026Ioannis Prokopiou, Athanasios Aidinis, Panagiotis-Christos Kyrmpatsos +1Text2CypherLarge Language Model Agents

  29. Can LLMs in Draft-Verify-Revise Pipelines Resolve Deictic Ambiguity?

    Sep 14, 2026Obinna I. EkekezieMulti-Agent Large Language Model SystemsInference-Time

  30. PRISMA-LLM: An Empirical Reporting Framework for AI-Assisted Systematic Reviews

    Sep 14, 2026Miguel Zabaleta, Baihan LinSystematic ReviewArtificial Intelligence Reviewers

  31. AMDKernelVault: Large-Scale Datasets and Agentic Training for AMD GPU Kernel Optimization

    Sep 14, 2026Ji Liu, Saptarshi Majumder, Yiqing Huang +14Graphics Processing Unit KernelsPytorch

  32. ActGuard: Pre-execution Action Auditing against Indirect Prompt Injection in LLM Agents

    Sep 14, 2026Bingzheng Wang, Xiaoyan Gu, Wentao Wang +3Indirect Prompt InjectionLanguage Model Evasion Attacks

  33. Converting Sequenced Fuzzy Cognitive Maps to Causal Virtual Worlds with Large Video Generators

    Sep 14, 2026Akash Kumar Panda, Olaoluwa Adigun, Bart KoskoCognitive MapLong Video Generation

  34. The Stochastic Deputy: Structural Tenant Isolation for Tool-Using LLM Agents

    Sep 13, 2026Mirza Samad Ahmed Baig, Syeda Anshrah Gillani, Asher Ali +1Large Language Model AgentsModel Context Protocol

  35. Loop-Back Authority in LLM Agent Teams: A Paired Experiment on Flat and Hierarchical Coordination

    Sep 13, 2026Burak Agachan, Max van Duijn, Amirhossein ZohrehvandMulti-Agent Large Language ModelOrganizational Scale

  36. DriftNet: A Dual-Head Trajectory Transformer for Detecting and Localizing Prompt Injection in LLM Agents

    Sep 12, 2026Asif Pinjari, Mithun Paul Saint-GermainIndirect Prompt InjectionHijacking

  37. Ecdysis: Efficient and Effective Training of Runtime Harnesses for LLM Agents

    Sep 12, 2026Ruiqing Yue, Yu Cui, Zhuoyu Sun +11Agent HarnessLarge Language Model Agents

  38. Studying Without a Syllabus: Task-Agnostic Environment Preprocessing

    Sep 12, 2026Vinay Samuel, Varun Ursekar, Vijay S. Kalmath +3Large Language Model AgentsAutoresearch

  39. How AI Coders Discuss, Disagree, and Reach Consensus: Challenges and Opportunities for LLM-Based Qualitative Coding

    Sep 12, 2026Jeongyeon Kim, John MitchellQualitative ResearchCoding Agents

  40. When Agents Disagree: Bayesian Backward Reasoning as a Label-Free Anchor for Multi-Agent Collective Decision-Making

    Sep 12, 2026Ken Chen, Wei Wang, Sachith Seneviratne +2Agent DecisionsMulti-Agent Systems

  41. Evaluating Scaffolding-Oriented Multi-Agent Large Language Model System for Clinical Interview Training

    Sep 12, 2026Luming Yang, Haoxian Liu, Siqing Li +4Simulated PatientsMulti-Agent Large Language Model Systems

  42. Learnware and AI Model Management System

    Sep 10, 2026Zhi-Hua ZhouMulti-Agent Large Language Model Systems

  43. Avatar: Toward Autonomous End-to-End Orchestration of Scientific Workflows using LLMs

    Sep 9, 2026Suman Raj, Hai Duc Nguyen, Haochen Pan +3Agentic WorkflowsScientific Workflows

  44. Belief-State Engine: Augmenting LLMs for Principled Planning Under Partial Observability

    Sep 9, 2026Arnab Chattopadhayay, Debdipta HalderPartially Observable Markov Decision ProcessLatent States

  45. The Era by Eon Benchmark: A Generated Enterprise Estate with Exact Ground Truth for Benchmarking LLM Agents

    Sep 9, 2026Benjamin Gruenbaum, Doron Porat, Assaf Natanzon +3Large Language Model AgentsGround Truth

  46. UnitBoost: Managing Compound LLM Systems with a Merge Operator, Not a Model

    Sep 9, 2026Xing Zhang, Guanghui Wang, Yanwei Cui +2Multi-Agent Large Language Model SystemsLabel-Free

  47. Procedural Graphs: Self-Evolving Execution Structures for LLM Agents

    Sep 8, 2026Yuxing Lu, Yicheng Chen, Shanchan Wu +1Procedural KnowledgeSelf-Evolving Agents

  48. PlannerForge: LLM Agents for Scenario-Based Testing of Motion Planners in Autonomous Driving

    Sep 8, 2026Yuan Gao, Sebastian Müller, Mattia Piccinini +5Large Language Model PlanningAutonomous Driving

  49. Graph-Based Personalized Memory for LLM Agents: Representation, Evolution, Retrieval, and Evaluation

    Sep 8, 2026Dac Duy Anh Nguyen, Zhangchi Qiu, Shigeng Chen +1Hierarchical Graph MemoryLarge Language Model Agents

  50. The Unreliable Progress Bar: Can LLM Agents Reliably Report Task Progress Throughout Execution?

    Sep 8, 2026Boyang Wang, Yunhan Wang, Yalun WuLarge Language Model AgentsAgent Framework

  51. BIO-MEMART: Biometric-Aware KV Cache Memory for Multi-User LLM Agents

    Sep 8, 2026Yanhong Qian, Xuanying He, Qingguo Meng +3Kv-Cache BlocksKey-Value Cache

  52. CreaMem: A Scene-Aware Memory Architecture for Personalized Agents

    Sep 8, 2026Qixuan Sun, Yue Que, Bowei He +4Agent MemoryPersonalized Large Language Model Agents

  53. SRPO: Setwise Relative Policy Optimization for Multi-Agent LLMs

    Sep 8, 2026Shengtian Yang, Ziyu Xiong, Yu Li +3Group Relative Policy OptimizationMulti-Agent Large Language Model

  54. SE-GoS: Self-Evolving Graph-of-Skills for Skill Library at Scale

    Sep 8, 2026Dawei Fu, Cheng Jiang, Sitian Qian +2Skill EvolutionLarge Language Model Agents

  55. SchemeArena: Factorized Stress Testing of Scheming in LLM Agents

    Sep 8, 2026Jie Ruan, Inderjeet Nair, Amy Liu +3Large Language Model AgentsScenario Generation

  56. VEX-Bench: Benchmarking LLM Agents for Assessing Exploitability of Software Supply Chain Vulnerabilities

    Sep 7, 2026Jiahao Shi, Edward Tsien, Yifeng Di +10Vulnerability Detection & RepairExploitation

  57. LLM Agents as Computational Typologists

    Sep 7, 2026Changbing Yang, Christopher Hammerly, Freda Shi +1LinguisticsLarge Language Model Agents

  58. How Long Until Your Robot Ignores You? A Safety Benchmark for LLM Orchestrators in Human-Humanoid Collaboration

    Sep 7, 2026Aulon Bajrami, Mohamed Elshamouty, Werner KrausLarge Language Model SafetyMulti-Agent Large Language Model Systems

  59. AgentLeak: Cloning Stronger LLM Agent Capabilities onto Weaker Agents Beyond Skill Stealing

    Sep 7, 2026Xiaoting Lyu, Yuhong Wu, Yufei Han +6Language Model Evasion AttacksLarge Language Model Agents

  60. 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