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. Stop When Memory Suffices: Evidence-Conditioned Progressive Execution for LLM Agents

    Aug 2, 2026Yidan Lin, Kaixiang Wang, Jiong Lou +1Agent MemoryLong-Horizon Agents

  2. Learning What to Remember and What to Internalize in LLM Self-Evolution via Adaptive Memory-Parameter Coordination

    Aug 2, 2026Tianyun Ji, Zhenya Huang, Jiayu Liu +3Self-Evolving AgentsSelf-Evolution

  3. Don't Offer What Can't Be Done: Deterministic Executability Gating for LLM Skill Selection at Scale

    Aug 2, 2026Ortal Ashkenazi, Vitalii Kloz, Mykhailo UlianchenkoLarge Language Model AgentsDeterministic

  4. Practical Online KV Cache Compaction for LLM Agents: An Empirical Study

    Aug 2, 2026Yujian Liu, Jiabao Ji, Li An +4Key-Value Cache CompressionCompaction

  5. When Does LLM Orchestration Pay Off? A Controlled Evaluation of Accuracy, Cost, and Task Difficulty

    Aug 1, 2026Nicolas Leins, Nico Pelleriti, Jana Gonnermann-Müller +1Inference CostOrchestration

  6. Learning to Coordinate Symbolic Tools: LLM Agents for Verified Sum-of-Squares Certificates

    Jul 31, 2026Bohan Chen, Shivam N. Patel, Richard Hoffmann +2Symbol-Theorem

  7. CrystalMem: Elastic Memory for Self-Evolving LLM Agents via Knowledge Crystallization

    Jul 31, 2026Beining Wu, Jun HuangLarge Language Model AgentsToken Budgets

  8. Personalizing Large Language Model Agents with Small Policy Models

    Jul 31, 2026Dian Jin, Zhi Zhang, Huichao Li +3Large Language Model AgentsAgentic Reinforcement-Learning Framework

  9. AgentStream: How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks?

    Jul 31, 2026Dong Yan, Jian Liang, Dapeng Hu +4Self-Evolving AgentsLarge Language Model Agents

  10. RecSys Factory: Bounding LLM Agent Autonomy to Decision Points in the Industrial Recommender Lifecycle

    Jul 31, 2026Dongyang Ao, Kaixiang Fang, Shijie XuLlm-Based AgentLarge Language Model Agents

  11. MirrorCraft: Paired Evaluation under Hidden Rule Changes in Minecraft

    Jul 31, 2026Jianxin Gao, Beini Hu, Runze Li +6Multi-Agent SimulationsLlm-Based Agent

  12. CAGE: Certified Authorization under Typed-Return Uncertainty for Tool-Using Agents

    Jul 31, 2026Blaise Delattre, Cong Wang, Yang CaoAuthorizationLarge Language Model Agents

  13. Memory Provenance Laundering in LLM Agents: A Non-Amplification Firewall for Persistent Memory

    Jul 31, 2026Jinghan Xu, Yiyong Xiao, Wanru Shao +2Large Language Model AgentsSingguard-Nsfa

  14. TransMem: Transforming Hidden States into Memory for Large Language Models

    Jul 31, 2026Haodong Lei, Junming Liu, Yirong Chen +4Large Language Model AgentsHidden States

  15. Scaling Scientific Discovery Environments for Turn-Level Agentic RL

    Jul 31, 2026Yucheng Xu, Keyi Zhang, Yuyang Yu +4Scientific AgentsLarge Language Model Agents

  16. Backtrader-Bench: Benchmarking LLM Agents on Algorithmic Trading with Self-Generated MCQs

    Jul 31, 2026Ruoxi Zhao, Maziar RaissiLarge Language Model AgentsMultiple-Choice Questions

  17. MerchantBench: Benchmarking LLM Agents for Long-Term Coherence in E-Commerce Operations

    Jul 31, 2026Qiming Shi, Yulong Tao, Linbo Jin +10Agentic CommerceLarge Language Model Agents

  18. NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability

    Jul 31, 2026Duo Xu, Faramarz FekriNeuro-Symbolic FrameworkLarge Language Model Agents

  19. Can LLM Agents Price Competitively? A Dynamic Multi-Attribute Auction Benchmark for Agentic Commerce

    Jul 30, 2026Shimaa Ahmed, Yiwei Cai, Mohsen Minaei +1Agentic CommerceFirst-Price Auctions

  20. CyberNeuro: A Privacy-Preserving Agentic Workbench for Cohort-Scale Neuroimage and Clinical Data Analysis

    Jul 30, 2026Ran Ren, Junhong Tong, Yunxi Kong +10Neuroimaging ModelsAgentic Workflows

  21. One Human, NN Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence

    Jul 30, 2026Cesare Zavattari, Alessandro Tommasi, Giuseppe PrencipeAlgorithm AuditingConfidence Calibration

  22. MemHarness: Memory Is Reconstructed, Not Replayed

    Jul 30, 2026Rong Wu, Daocheng Fu, Licheng Wen +10Large Language Model AgentsAgentic Reinforcement-Learning Framework

  23. MIND: Lightweight and Effective Memory Injection Defense for LLM Agents via Intent-Aware Information Bottleneck

    Jul 30, 2026Dongyi Liu, Haixing He, Xiaobao Wu +1Agent MemoryNovel Dual-Branch Identity Injection Mechanism

  24. SKILL-KD: Contrastive Skill Distillation for LLM Agents

    Jul 30, 2026Qiming Shi, Yibo Dou, Jiawen Zhu +5Unsupervised Skill DiscoveryLarge Language Model Agents

  25. TAPO: Transition-Aware Policy Optimization for LLM Agents

    Jul 30, 2026Cong Li, Peixi Peng, Yisen Zhao +4Multi-Objective Policy OptimizationLarge Language Model Agents

  26. From Scoring to Acting: Outcome-Verified Comparative Self-Distillation for LLM Agents

    Jul 30, 2026Xu Xia, Jinghua Piao, Min Yang +3Unsupervised On-Policy Self-DistillationLarge Language Model Agents

  27. ARES: Adaptive Reasoning-Effort Steering for PPA- and Cost-Aware RTL Optimization with LLM Agents

    Jul 30, 2026Stef Cuyckens, Mihaela Jivanescu, Jun Yin +2Register Transfer LevelLarge Language Model Agents

  28. MemTxn: A Transaction Boundary for Source-Supported Updates and Complete-State Recovery in Agent Memory

    Jul 30, 2026Hanshuai Cui, Zhiqing Tang, Zhi Yao +3Agent MemoryTransaction Histories

  29. Belief Coevolution in a Social Network of Generalist and Specialist Large Language Models

    Jul 29, 2026Germans Savcisens, Samantha Dies, Courtney Maynard +1Multi-Agent Large Language ModelOpinion Dynamics

  30. Leveraging Trajectory Graphs for Pre-Execution Error Diagnosis in Agentic LLM Systems

    Jul 29, 2026Xu Zheng, Zhuomin Chen, Chaohao Lin +4Large Language Model AgentsAgentic Tool Use

  31. SkillMentor: LLM Agent Self-Evolution via Learning Blind-Spot Diagnosis

    Jul 29, 2026Xiaoyi Bao, Yuanzhen Xie, Yunzhi Tan +5Self-Evolving AgentsLarge Language Model Agents

  32. OmegaUse-OfficeVal: Benchmarking LLM Agents on Long-Horizon Office-Suite Tasks with Economic Grounding

    Jul 29, 2026Jingbo Zhou, Yusai Zhao, Qi Bao +12Large Language Model AgentsLLM Inference Efficiency

  33. Scores Are Not Decisions: Cost-Aware Stopping for Tool Acquisition in LLM Agents

    Jul 29, 2026Yicheng Feng, Yan Zhang, Yan Cheng +1Cost-AwareLarge Language Model Agents

  34. TREK: A Travel Reasoning and Evaluation Kit for LLM Agents in Complex Trip Planning

    Jul 29, 2026Jinhu Qi, Wentao Zhang, Siu Man Ng +4TourPlanning Methods

  35. Two Calls Beat Five Agents: Evaluating Multi-Agent Pipelines Against Self-Refinement for Local Language Models

    Jul 29, 2026Ashish Prajapati, Om MohiteMulti-Agent Large Language ModelRefinement

  36. CinemaTraj: Composing Atomic Camera Trajectories for 3D Scenes with LLM Agents

    Jul 29, 2026Qianru Li, Xuyang Chen, Erkin Türköz +53D Scenes3D Motion

  37. Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents

    Jul 29, 2026Amirmohammad Farzaneh, Osvaldo SimeoneAgentic ReasoningLarge Language Model Agents

  38. Flat Score, Amplified Failures: How the Error Budget Masks Damage in Quantized LLM Agents

    Jul 29, 2026Jiwon Jang, Kisu Yang, Heuiseok Lim +1Large Language Model QuantizationQuantization

  39. SecRespond: Benchmarking AI Agents for Real-World Post-Compromise Incident Response

    Jul 29, 2026Lehan Wang, Boli Chen, Ruixue Ding +7Security AnalysisIncident Response

  40. SkillRise: Agentic Reinforcement Learning for Cross-Task Skill Evolution

    Jul 29, 2026Zhiyuan Yao, Yuxin Chen, Zhengxi Lu +13Skill EvolutionAgentic Reinforcement-Learning Framework

  41. PowerAtlas: Towards Electricity-Computing Co-Scheduling for Power Systems

    Jul 29, 2026Kaiwen Jiang, Siya Xu, Ziyue Zhu +3Power SystemsData Centers

  42. Rethinking Self-Evolution: A Constrained Exploration-Exploitation Process for Mitigating Skill Overfitting

    Jul 29, 2026Hongqiang Lin, Chao Liu, Xiaofan Bai +4Skill EvolutionLarge Language Model Agents

  43. Filesystem-Based Memory for LLM Agents: Organization, Evolution, and Sustainability

    Jul 29, 2026Sizhe Zhou, Sheldon Yu, Hui Wei +8Agent MemoryExplicit Memory

  44. When LLM Agents Negotiate: Private Information and Dynamic Bargaining in Supply Chains

    Jul 29, 2026Chen Liang, Fasheng XuNegotiationLarge Language Model Agents

  45. MemLens: A Value-Aware Memory Management System with Interactive Analytics for LLM-based Agents

    Jul 28, 2026Shuyue Wei, Chang Liu, Zimu Zhou +2Large Language Model MemoryLlm-Based Agent

  46. RSIBench-Data: Benchmarking Data-Centric Research for Recursive Self-Improvement

    Jul 28, 2026Fanqing Meng, Lingxiao Du, Qiguang Chen +4Agentic BenchmarksRecursive Self-Improvement

  47. HiSkill: Empowering LLM Agents with Hierarchical Skill Graphs

    Jul 28, 2026Yu Hao, Jinxuan Cai, Qi Zhang +4Skill EvolutionReusable Skills

  48. CHILL-Harness: Counterfactual Harness Learning for Efficient Reasoning in Long-Horizon Agents

    Jul 28, 2026Jiarun Fu, Lizhong Ding, Sida Chen +6Long-Horizon AgentsAgent Harness

  49. Speculate While You Reason: Teaching Agents to Predict Their Next Tool Call via Joint Agent-Speculator RL

    Jul 28, 2026Jiabao Ji, Yujian Liu, Li An +4Large Language Model AgentsAgentic Reinforcement-Learning Framework

  50. Tools Are Not Islands: Set-Level Tool Retrieval for LLM Agents via Query-Conditioned Hyperedge Prediction

    Jul 28, 2026Xinyi Hong, Pinjun Dong, Xinyang Yu +1Large Language Model AgentsAgentic Retrieval

  51. Toward an Organizational Science of Multi-Agent LLM Systems: Decoupling Who, How, and Which Algorithm

    Jul 28, 2026Huan Chen, Xiang Song, Jian Jin +2Multi-Agent Large Language Model SystemsOrganizational Scale

  52. A Control System, a Dataset, and a Recipe for Making Frozen LLM Agents Learn a Domain

    Jul 28, 2026Debjyoti PaulLarge Language Model Agents

  53. CAST: Game Solvers as Turn-Level Teachers for LLM Agents

    Jul 28, 2026Yu Wang, Yi-Kai Zhang, Wentao Shi +8Reinforcement Learning With Verifiable RewardLarge Language Model Agents

  54. Hybrid Analysis for Secure MCP Tool Use in LLM Agents

    Jul 28, 2026Ping He, Yuexiang Xie, Yaliang Li +1Large Language Model SafetyDefense Strategies

  55. When Do Agent Loops Mistake Stagnation for Progress? Self-Evaluation Bias and Externally Grounded Verification in Long-Running Autonomous LLM Agent Loops

    Jul 27, 2026Hyundoo Park, Byungho ChoiAgent LoopAgentic Evaluations

  56. How Affect Propagates among LLM Agents: Emergent Emotional Contagion in Crowd Simulation

    Jul 27, 2026Funda DurupinarLarge Language Model AgentsPersonality

  57. Towards Robust Reinforcement Learning for Small-Scale Language Model Agents

    Jul 27, 2026Md Rezwanul Haque, Md. Milon Islam, Fakhri KarraySmall Language ModelsProximal Policy Optimization

  58. Authoring Agent Skills: A Software-Engineering Approach

    Jul 27, 2026Giuseppe DestefanisReusable Agent SkillsLarge Language Model Agents

  59. Agentic Permissions Policy Algebra for Taint Confinement in LLM Agents

    Jul 27, 2026Arseny Kravchenko, Vadim Liventsev, Innokentii Konstantinov +2Untrusted InputLarge Language Model Agents

  60. Early Detection of Distributed Backdoors in Multi-Agent LLM Systems: A Characterization Study

    Jul 27, 2026Diego Fernandez Arias, Dev Prashant Mistry, Ren Wang +1Multi-Agent Large Language Model SystemsArtificial Intelligence Detection