Memory Management for LLM Agents

LLM: Large Language Model

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110 papers51 papers in the last four weeks, up 538% on the four weeks before. 0.3% of all new papers.

  1. How Much Conversation History Does an AI Agent Need?

    Nov 6, 2026Danny Kim, Fernando KochLLM Context ManagementConversational Memory

    Pembroke Pines Charter High School Boca Raton, FL · Department of Electrical Eng and Computer Sciences Florida Atlantic University Boca Raton, FL

  2. ENGRAM: From Agent Experience to Weights through Verified Consolidation

    Nov 6, 2026Ruiyi Yang, Zechen Li, Lihuan Li +3Memory Consolidation for LLM AgentsMemory Management for LLM Agents

    University of New South Wales · The Hong Kong University of Science and Technology (Guangzhou)

  3. Decision Context: Persistent Behavioral Learning for AI Agents

    Nov 5, 2026Nima Vahdat, Pashootan VaezipoorProcedural Memory for LLM AgentsMemory Management for LLM Agents

    Georgian AI Lab · Currently at PwC.

  4. The Memory Trap: Language Agents Overgeneralize from Benign Interactions

    Nov 5, 2026Kaiqu Liang, Jaime Fernández Fisac, Thomas L. Griffiths +1Memory-Augmented Language Model AgentsLLM Agent Safety

    Princeton University · Anthropic

  5. Reglos: A Self-Evolving Personal Memory Agent with Recursive Self-Improvement

    Nov 4, 2026Sen Yang, Jiaduo Lin, Zehong Huang +1LLM Agent MemoryMemory Management for LLM Agents

  6. Route to Remember: Adaptive Memory Selection for LLM Agents

    Nov 3, 2026Zeyu Fang, Jun Yin, Yongsheng Mei +8Memory Management for LLM AgentsMemory-Augmented Language Models

    George Washington University · Amazon

  7. Towards Robust Long-Lived Agents: Benchmarking Experience Lifecycles in Evolving Environments

    Nov 3, 2026Shijue Huang, Hangyu Guo, Hengheng Zhang +4Experience Learning for LLM AgentsAI Agent Benchmarks

    The Hong Kong University of Science and Technology · Huawei Inc. · Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)

  8. Top-kk Retrieval Leaves Memory Value Undetermined

    Nov 2, 2026Arman BehnamMemory Management for LLM AgentsMemory-Augmented Agents

    Department of Computer Science, Illinois Institute of Technology, Chicago, IL, USA

  9. Scalaris: A Scalable Enterprise Memory Architecture for Conversational AI Assistants

    Nov 2, 2026Devarsh Gandhi, Sarthak Pawar, Hemprasad Badgujar +3Conversational MemoryMemory Management for LLM Agents

    Motilal Oswal Financial Services Ltd

  10. RecGroupMemory: Feedback-Aware Cohort Memory for E-Commerce Recommendation

    Nov 2, 2026Wendong Zhang, Weipeng Huang, Zhixin Ma +2Recommender SystemsMemory Management for LLM Agents

  11. EvoMemState: Evolving Memory State for Personal Agents

    Nov 2, 2026Zhishang Xiang, Yunbo Tang, Zhongqiao Liu +7Memory Management for LLM AgentsLong-Term Conversational Memory

    Xiamen University · Nanyang Technological University · University of British Columbia +2

  12. Do agents need to sleep?

    Nov 1, 2026Ido Haber, Giulio TononiMemory Consolidation for LLM AgentsMemory Management for LLM Agents

    Wisconsin Institute for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin-Madison

  13. Evolving Memory, Learning to Meta-Control: Test-Time Adaptation for Experience-augmented LLM Agents

    Nov 1, 2026Zeyuan Zhao, Yuanyuan Shi, Peng Yu +3LLM AgentsExperience Learning for LLM Agents

    Shanghai Jiao Tong University · Shanghai Artificial Intelligence Laboratory

  14. Who Schedules Agent Memory? A Sidecar Approach to Long-Horizon Tasks

    Oct 31, 2026Qijia Zhuang, Rui Liu, Yuxiang RenLLM Agent MemoryMemory Management for LLM Agents

    Nanjing University · Northeastern University

  15. MemU-Bench: Benchmarking GUI Agents on Long-Horizon User Interactions

    Oct 30, 2026Yizhou Liu, Zhengxi Lu, Fei Tang +12Computer-Use Agent BenchmarksGUI Agents

    Zhejiang University · Ant Group

  16. MEMIG: Self-evolving Memory Construction for Antibody Optimization

    Oct 30, 2026Yunhui Jang, Zach Wang, Jai Doshi +3LLM Agent MemoryMemory Management for LLM Agents

    KAIST · Genentech

  17. Accept Changes, Reject Attacks: Robust Memory Management for LLM Agents

    Oct 29, 2026Runze Zhao, Dongruo Zhou, Sumit Kumar Jha +2Memory Management for LLM AgentsAgent Memory Poisoning

    Indiana University Bloomington · University of Florida · United States Military Academy

  18. Don't Lose the Thread: Empowering Long-Horizon LLM Agents with Cognitive Resource Self-Allocation

    Oct 29, 2026Zheng Zhu, Xiaozhuan Liang, Xi Chen +2Long-Horizon LLM AgentsMemory Management for LLM Agents

    The Chinese University of Hong Kong · Tencent · The Hong Kong University of Science and Technology

  19. HEDGE: Gated Hypergraph Memory for Scalable Multi-Agent Debate

    Oct 28, 2026Amirhossein Abaskohi, Mahdi Mostajabdaveh, Zirui ZhouMemory Management for LLM AgentsMulti-Agent Debate

    University of British Columbia · Huawei Technologies Canada

  20. MUSE: Multi-Level Memory with Selective Runtime Injection for Scientific Coding Agents

    Oct 28, 2026Haoran Jin, Defu Lian, Xiting Wang +1LLM Agent MemoryMemory Management for LLM Agents

    University of Science and Technology of China · State Key Laboratory of Cognitive Intelligence, Hefei, Anhui, China · Gaoling School of Artificial Intelligence, Renmin University of China

  21. Rare, Relevant, and Still Wrong: How Memory Fails LLM Group Decisions

    Oct 27, 2026Anouar Imel, Imad Charradi, Abderrahman Sghir +1LLM Decision-MakingMemory Management for LLM Agents

    School of Information and Communication Engineering, University of Electronic Science and Technology of China (UESTC) · Xidian University · Nanjing University of Aeronautics and Astronautics +1

  22. ETAMem: Decoupling and Aligning Heterogeneous Memory for Long-Term Conversational Agents

    Oct 27, 2026Xinying Qian, Ying Zhang, Yu Zhao +3Memory Management for LLM AgentsLong-Term Conversational Memory

    Nankai University, Tianjin, China · Tiangong University, Tianjin, China · The University of Edinburgh, Edinburgh, United Kingdom

  23. TrawMem: Reframing Agent Memory as Task-Oriented Role-Adaptive Workspaces

    Oct 27, 2026Mingyu Zhang, Zixu Li, Zhiheng Fu +3LLM Agent MemoryMemory Management for LLM Agents

    Shandong University · National University of Singapore

  24. Remembering Is Not Enough: Refining Memories and Learning When to Use Them in Multi-Agent Systems

    Oct 27, 2026Yipeng Hao, Yuxuan Cai, Wenkai Ji +6LLM Agent MemoryMemory Management for LLM Agents

    School of Computer Science and Technology, East China Normal University, Shanghai · Ocean University of China · Tongji University +1

  25. Stratum: Repository Memory for Coding Agents Beyond the Context Window

    Oct 26, 2026Yuvraj Sehgal, Mahsa Panahandeh, Naser Ezzati-JivanLLM Agent MemoryMemory Management for LLM Agents

    Department of Computer Science, Brock University, St. Catharines, Ontario, Canada · School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, Ontario, Canada

  26. The Hidden Costs of Forgetting: A Study of Trajectory Deletion in Software Engineering Agents

    Oct 26, 2026Fernando Vallecillos-Ruiz, Islem Bouzenia, Michael Pradel +1Context Compaction for LLM AgentsSoftware Engineering Agents

    Simula Research Laboratory, Norway · CISPA Helmholtz Center for Information Security, Germany

  27. Agent Memory as Recommendation: Recommender-System Design for Long-Term Memory of LLM Agents

    Oct 26, 2026Xinyu Zhang, Weiwei SunLLM Agent MemoryMemory Management for LLM Agents

    Fudan University

  28. CoEvolve: Counterfactual-Guided Co-Evolution of Memory and Collaboration in Multi-Agent Systems

    Oct 24, 2026Xufei Shi, Derong Xu, Wei Chen +3Multi-Agent LLM SystemsMulti-Agent Systems

    State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China

  29. ConMem: Counterfactual Multi-Scenario Probing for Resolving LLM Memory Misalignment

    Oct 24, 2026Shuning Zhang, Tenghao Ji, Jingruo Chen +3Memory Management for LLM AgentsLong-Term Conversational Memory

    Tsinghua University · Independent Researcher · Cornell University +2

  30. FlexA-Mem: Budget-Adaptive Agentic Memory for LLM Agents

    Oct 23, 2026Wujiang Xu, Jiaojiao Han, Xi Zhu +5Memory Management for LLM AgentsLong-Term Conversational Memory

    Rutgers University · Independent Researcher · Stanford University +2