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. TreeFlex: Agents Navigating Their Own Search Trees

    Oct 14, 2026Dongzhuo Li, Fangzhou Cheng, Weiwei Li +8Memory Management for LLM AgentsLLM Agents

    Meta AI

  2. MemCode: Discrete Semantic Representations for Long-Term Agent Memory

    Oct 14, 2026Xin Li, Liang Hu, Duoqian Miao +2LLM Agent MemoryMemory Management for LLM Agents

    Tongji University · WorldMind

  3. 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.

  4. 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

  5. Mnemon: Raw Records, Fast Judgments, Slow Thoughts

    Sep 28, 2026Guangren WangPersistent Memory for Language ModelsMemory Agent Benchmarks

  6. 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

  7. EMIR2^2: Evolution-Aware Memory with Intent-Guided Multi-Round Retrieval

    Sep 26, 2026Jinlan Liu, Hongliang Sun, Yong Wang +4Memory Management for LLM AgentsLLM Agent Memory

    Department of Computer Science, Weihai & Qingdao Research Institute Harbin Institute of Technology Weihai, China

  8. HasMem: Hard-Origin Adaptively Softened Memory for Long-Term LLM Agents

    Sep 25, 2026Zihong He, Junxiao Shen, Chen Liang +1Memory Management for LLM AgentsLong-Term Conversational Memory

    The Hong Kong University of Science and Technology (Guangzhou) · University of Bristol · The Hong Kong University of Science and Technology

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

    Sep 24, 2026Jiaping Xiao, Pingyuan Ji, Mir FeroskhanMemory-Augmented Language Model AgentsMobile Manipulation

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

  10. Jev-Mem: System-One-Controlled Agentic Memory for Efficient AI Agents

    Sep 21, 2026Dongming Jiang, Yi Li, Bingzhe LiLLM Agent MemoryGraph-Based Agent Memory

    Department of Computer Science, The University of Texas at Dallas

  11. Compact-Memory LLM Agents via Online Max-Member Clustering and Atom-Aware Packing

    Sep 4, 2026Jiahe Geng, Jinpeng Wang, Kun YuanLLM Agent MemoryMemory Management for LLM Agents

  12. KVMem: Virtualizing Million-Token Agent Workspaces on a Consumer GPU

    Sep 4, 2026Di Chai, Leye Wang, Zeshen Su +2Memory Management for LLM AgentsLLM Context Management

    Shanghai University of Finance and Economics · Peking University · Northwestern Polytechnical University +1

  13. EdgeMem: LLM-Free Agent Memory Construction and Retrieval via Evidence-Preserving Multi-Anchor Hypergraph

    Sep 3, 2026Zeyang Cui, Jiannong Cao, Zhiyuan Wen +3Agent MemoryMemory Management for LLM Agents

    The Hong Kong Polytechnic University Hong Kong, Hong Kong SAR · JIUTIAN Research, China Mobile Beijing, China

  14. SkillGLoW: Procedural-Family Skill Consolidation for Self-Improving Agents on Long-Horizon Task Streams

    Sep 2, 2026Ao Yan, Xin Zhang, Jiawei Du +1Memory Management for LLM AgentsLLM Agent Skill Learning

    National University of Singapore, Singapore · Institute of Advanced Intelligence and Computing (IAIC), Singapore

  15. Weighted Memory Tree: Remembering What Matters for Long-Horizon LLM Agents

    Aug 21, 2026Quang Dao, Purvi Kathalkar, Kenneth EatonLLM Agent MemoryMemory Management for LLM Agents

    Rose-Hulman Institute of Technology · Georgia Institute of Technology · Georgia Tech Research Institute

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

    Aug 13, 2026Dongfang Li, Zixuan Liu, Junmai Wang +6LLM Agent MemoryPersistent Memory for Language Models

    Harbin Institute of Technology, Shenzhen

  17. LeanMem: Simple and Efficient Long-Term Memory for LLM Agents

    Aug 4, 2026Yuxin Liao, Le Wu, Min Hou +3LLM Agent MemoryPersistent Memory for Language Models

    Hefei University of Technology

  18. Zero-Mem: Zero-Token Memory Operations for LLM Agents

    Jul 31, 2026Yilin Xiao, Zhehan Zhu, Yujing Zhang +8Persistent Memory for Language ModelsLong-Context QA

    The Hong Kong Polytechnic University, Hong Kong SAR · School of Computing and Artificial Intelligence, Southwestern University of Finance and Economics · School of Artificial Intelligence, Jilin University

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

    Jul 31, 2026Jinghan Xu, Yiyong Xiao, Wanru Shao +2Agent Memory PoisoningTool Access Control for LLM Agents

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

    Jul 31, 2026Haodong Lei, Junming Liu, Yirong Chen +4Memory-Augmented Language ModelsLLM Agent Memory

    Southeast University, Nanjing, Jiangsu, China · Shanghai Artificial Intelligence Laboratory, Shanghai, China

  21. LazyMem: Retrieve Broadly, Construct Selectively for Efficient Long-Term Agent Memory

    Jul 17, 2026Jing Yu, Yibo Zhao, Jiaming Zhang +1Persistent Memory for Language ModelsLong-Term Conversational Memory

    School of Data Science and Engineering, East China Normal University

  22. Memory as a Controlled Process: Learned Adaptive Memory Management for LLM Agents

    Jul 15, 2026Eric Hanchen Jiang, Zhi Zhang, Yuchen Wu +11Persistent Memory for Language ModelsMemory Management for LLM Agents

    University of California Los Angeles · University of Washington · Northwestern University

  23. Heavy-Tailed Memory Traces in Long-Horizon Language Agents

    Jul 9, 2026Xinyuan Song, Zekun CaiMemory Management for LLM AgentsAgent Memory Management

    Emory University, Atlanta, GA, USA · The University of Tokyo, Tokyo, Japan · LocationMind, Tokyo, Japan

  24. Selective Memory Retention for Long-Horizon LLM Agents

    Jun 28, 2026Pranath ReddyLLM Agent MemoryPersistent Memory for Language Models

    Independent Researcher, Huntsville, Alabama, USA.

  25. SWE-MeM: Learning Adaptive Memory Management for Long-Horizon Coding Agents

    Jun 26, 2026Shuzheng Gao, Wenhao Zeng, Zhaojian Yu +5Software Engineering AgentsMemory Management for LLM Agents

    The Chinese University of Hong Kong, China · Shanghai Jiao Tong University, China · Tsinghua University, China +1

  26. Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory

    Jun 23, 2026Beining Wu, Zihao Ding, Jun Huang +1Continual Learning for LLM AgentsLLM Agent Memory

    Department of Electrical Engineering and Computer Science, South Dakota State University, Brookings, SD 57007, USA · Virginia Commonwealth University, Richmond, VA, USA

  27. AdaMem: Learning What to Remember with Adaptive Memory Policies for Personalized Agents

    Jun 19, 2026Xingyu Chen, Rui Wang, Zhaopeng Tu +1LLM Agent MemoryPersistent Memory for Language Models

    Shanghai Jiao Tong University, Tencent · Shanghai Jiao Tong University · Tencent

  28. Closing the Feedback Loop: From Experience Extraction to Insight Governance in Verbal Reinforcement Learning

    Jun 16, 2026Yanwei Cui, Xing Zhang, Yulong Zhang +4Continual Learning for LLM AgentsNon-Stationary RL

    AWS Generative AI Innovation Center · Amazon Web Services (AWS) · BingX Group Limited.

  29. MemRefine: LLM-Guided Compression for Long-Term Agent Memory

    Jun 11, 2026Minjae Kim, Jinheon Baek, Soyeong Jeong +1Persistent Memory for Language ModelsLLM Context Compression

    Korea University · KAIST

  30. Infini Memory: Maintainable Topic Documents for Long-Term LLM Agent Memory

    Jun 9, 2026Suozhao Ji, Baodong Wu, Zehao Wang +8Agentic RAGPersistent Memory for Language Models

    1Infinigence AI · 2Tsinghua University · 3Shanghai Jiaotong University