LLM Agent Memory

LLM: Large Language Model

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41 papers in the last four weeks, up 173% on the four weeks before. 0.4% of all new papers.

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  1. Learning Situation-Conditioned Thinking Policies for Long-Term LLM Agents

    Oct 7, 2026Hong SuLLM Agent MemoryLong-Horizon LLM Agents

    School of Computer Science, Chengdu University of Information Technology, Chengdu, China

  2. DAEDALUS: Bootstrapping Agent Memory from Self-Generated Tasks

    Oct 6, 2026Antoine Edy, Max Conti, Victor Xing +3LLM Agent MemorySelf-Improving Agents

    Illuin Technology

  3. MemPilot: Orchestrating On-Demand Multimodal Memory Curation for LLM Agents

    Oct 5, 2026Haozhen Zhang, Haodong Yue, Quanyu Long +6LLM Agent MemoryLLM Memory

    Nanyang Technological University · Tsinghua University · University of Illinois Urbana-Champaign

  4. When to Remember, When to Abstain: Category-Conditioned Retention for Reliable Agent Memory

    Oct 5, 2026Olukunle Owolabi, Pulkit Gupta, Fei WangSelective PredictionLLM Agent Memory

    Meta AI

  5. StateWise: Diagnosing and Repairing Persistent Operational State Before Agent Actions

    Oct 4, 2026Yongyuan Peng, Zhou Feng, Tongying Wu +5Agent Failure AnalysisSoftware Engineering Agents

    Xi’an Jiaotong University, China · Zhejiang University, Hangzhou, China

  6. Memadapter: Counterfactual Adaptation Against Memory-induced Sycophancy

    Oct 4, 2026Ruqing Ning, Haibo Meng, Zhishang Xiang +4LLM SycophancyLLM Agent Memory

    Jilin University · Xiamen University

  7. AutoCompact: Learning When to Compact Context in Long-Horizon Coding Agents

    Oct 1, 2026Xuan Zhang, Longtao Zheng, Cunxiao Du +2Software Engineering AgentsLLM Agent Memory

    Singapore Management University · Nanyang Technological University · Harvard University

  8. Mem++: Non-Destructive Memory for Long-Term Organizational LLM Agents

    Oct 1, 2026Ahmad Yehia, Aly O. Abdelkareem, Islam Ahmed +4LLM Agent MemoryPersistent Memory for Language Models

    The University of Texas at Austin · AIDAChip Inc.

  9. Understanding Issues, Causes and Solutions in Open-Source LLM-based Multi-Agent Systems

    Oct 1, 2026Asad Ur Rehman, Syed Mohammad Kashif, Ruiyin Li +3Multi-Agent LLM SystemsMulti-Agent Orchestration

    School of Computer Science, Wuhan University, China · School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China · M3S Empirical Software Engineering Research Unit, University of Oulu, Finland

  10. MemFit: Efficient Long-Term Agentic Memory

    Oct 1, 2026Mitchell Piehl, Muchao YeLLM Agent MemoryPersistent Memory for Language Models

    Department of Computer Science The University of Iowa

  11. Personalized State-Transition-Aware Memory for Clinical Agents

    Sep 29, 2026Maryam Haghifam, Zahra Rajabi, Yizhou Sun +1LLM Agent MemoryState Tracking

    Department of Computer Science, University of California, Los Angeles, CA, USA · Optum AI, UnitedHealth Group, Minneapolis, MN, USA

  12. PrivMeSA: Privacy-Aware Self-Evolving Multi-Agent System for Medicine via Local-Remote LLM Collaboration

    Sep 29, 2026Dannong Wang, Yuran Zhang, Bian Sun +4Multi-Agent LLM SystemsPrivacy-Preserving Language Models

    Institute of Artificial Intelligence, University of Central Florida · Department of Computer Science and Operations Research, Universit´e de Montr´eal · Department of Medicine, University of Central Florida

  13. EpiCon: Collective Agent Learning through Co-Evolving Multimodal Memory

    Sep 29, 2026Ziyun Zeng, Hang Hua, Shaden Alshammari +3LLM Agent MemoryMulti-Agent Systems

    MIT-IBM Computing Research Lab · University of Rochester · Massachusetts Institute of Technology

  14. UpliftMem: Learning Set-Level Uplift for Agent Memory Retrieval

    Sep 29, 2026Mengkun Liang, Haoran Qiang, Guannan Liu +1LLM Agent Memory

    MIIT Key Laboratory of Data and Decision Intelligence Beihang University Beijing, China

  15. GitHarness: Git Init Your Harness Working Memory for Perpetual User Requirements

    Sep 29, 2026Zhibang Yang, Xinke Jiang, Yuxuan Liu +9LLM Agent MemoryLong-Horizon LLM Agents

    National Engineering Research Center of Software Engineering, Peking University, Beijing, China · School of Computer Science, Peking University, Beijing, China · Key Laboratory of High Confidence Software Technologies, Ministry of Education, Beijing, China +2

  16. Frontier Autolab: Organizational Memory, Adversarial Dissent and Temporal Leakage in Multi-Agent LLM Firms Across Fifty Years of Technological Change

    Sep 29, 2026Bravish GhoshMulti-Agent LLM SystemsLLM Agent Memory

    Independent researcher

  17. Audience-Bound Persistent Memory: Authorization Across the Memory Lifecycle

    Sep 28, 2026Sibo LiuLLM Agent MemoryPrivacy Leakage in Language Models

    Independent Researcher

  18. StateTape: Action-Conditioned Evidence Lifecycle Modeling for Long-Horizon Coding Agents

    Sep 28, 2026Ziyang Yu, Liang Zhao, Bowen Zhu +1AI Coding AgentsLLM Agent Memory

    Causal Dynamics Lab · Emory University

  19. EP-Mem: Elastic Privacy Memory for Social Relationship-Aware LLM Agents

    Sep 28, 2026Fengzhou Sun, Yuan Zhang, Xintong Yu +1LLM Agent MemoryPrivacy Leakage in Language Models

    State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China

  20. GenMem: Generative Symbolic Memory for Self-Evolving Harness

    Sep 28, 2026Xinke Jiang, Tao Feng, Weixuan Xu +7LLM Agent MemoryPersistent Memory for Language Models

    National Engineering Research Center of Software Engineering, Peking University, Beijing, China · School of Computer Science, Peking University, Beijing, China · Key Laboratory of High Confidence Software Technologies, Ministry of Education, Beijing, China +2

  21. After the Fix: Transfer of Corrected Agent Experience

    Sep 28, 2026Yanfei Zhang, Xu LinLLM Self-CorrectionLLM Agent Memory

    International Digital Economy Academy (IDEA)

  22. FlowState: Execution State as Memory for Long-Horizon LLM Agents

    Sep 28, 2026Minghao Li, Bangyan Li, Zifan Wang +5LLM Agent MemoryLong-Horizon LLM Agents

    Ant International, Ant Group

  23. Remember Before You're Asked: MemDream for Self-Probing Memory Evolution

    Sep 28, 2026Mingfei Lu, Mengjia Wu, Runsong Jia +2LLM Agent MemoryGraph-Based Agent Memory

    Australian Artificial Intelligence Institute (AAII) University of Technology Sydney

  24. Remember by Asking: Retrieval-Induced Memory Evolution for LLM Agents

    Sep 28, 2026Wanqi Zhou, Jiawei Lu, Yang Wang +4LLM Agent MemoryPersistent Memory for Language Models

    Chang’an University

  25. Coding Agent Memory Post-training: Unlocking the Memory Potential of Pre-trained File Operations for Long-Horizon Tasks via Reinforcement Learning

    Sep 28, 2026Lirui Luo, Kelong Mao, Heming Xia +10LLM Agent MemoryPersistent Memory for Language Models

  26. ReplayLens: Auditing Agents' Use of Outcomes

    Sep 28, 2026Dong Xu, Zhangfan Yang, Jiantao Wu +5AI Agent AuditingLLM Agent Memory

    School of Artificial Intelligence, Shenzhen University · EasternDawn · School of Computer Science, University of Nottingham Ningbo

  27. RoutePrism: Tracing Construction Order Effects in Agent Memory

    Sep 28, 2026Dong Xu, Zhangfan Yang, Jiantao Wu +5Agent MemoryLLM Agent Memory

    School of Artificial Intelligence, Shenzhen University · EasternDawn · School of Computer Science, University of Nottingham Ningbo

  28. Vestrum: Improving Agent Harnesses by Adapting Their Verification, Structure and Memory

    Sep 27, 2026Jayant Parashar, Eugene F. Douglass, William C. Bastian +1LLM Agent MemoryAgent Harness Optimization

    University of Georgia · Emory University

  29. TRACE: Governing Memory Validity in Evolving Multi-Agent Systems

    Sep 27, 2026Wenjun Xiong, Shengtao Zhang, Shangding Gu +5LLM Agent MemoryPersistent Memory for Language Models

    Shanghai Jiao Tong University · MemTensor(Shanghai) Technology Co., Ltd. · UC Berkeley +1

  30. ADM-Planner: LLM-Guided Long-Horizon Planning for Mobile Manipulators with Attention-Enhanced Dynamic Memory

    Sep 24, 2026Jiaping Xiao, Pingyuan Ji, Mir FeroskhanLong-Horizon Robotic ManipulationMobile Manipulation

    School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore