Agent Memory Management

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56 papers in the last four weeks, up 229% on the four weeks before. 0.6% of all new papers.

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  1. PLACEMEM: Toward a Compute-Aware Memory Plane for Lifelong Agents

    Jul 5, 2026Sukanta GangulyLLM ServingLLM Agent Memory

    NetApp

  2. SelfMem: Self-Optimizing Memory for AI Agents

    Jul 4, 2026Shu Yang, Junchao Wu, Derek F. Wong +1LLM Agent MemoryLong-Term Conversational Memory

    1PRADA Lab, King Abdullah University of Science and Technology · NLP2CT Lab, University of Macau

  3. Organizational Memory for Agentic Business Process Execution

    Jul 3, 2026Lukas Kirchdorfer, Adrian Rebmann, Christian Warmuth +3LLM Agent MemoryBusiness Process Automation

    SAP Signavio, Berlin, Germany

  4. Episodic-to-Semantic Consolidation Without Identity Drift

    Jul 2, 2026Xue Qin, Simin Luan, Cong Yang +1AI Agent GovernanceMemory Consolidation

    aSchool of Software, Harbin Institute of Technology, Harbin, China · bSchool of Computer Science and Technology, Harbin Institute of Technology, Harbin, China · cSchool of Future Science and Engineering, Soochow University, Suzhou, China

  5. A-TMA: Decoupling State-Aware Memory Failures in Long-Term Agent Memory

    Jul 2, 2026Zitong Shi, Yixuan Tang, Anthony Kum Hoe TungState TrackingLong-Term Conversational Memory

    National University of Singapore

  6. Multi-Head Recurrent Memory Agents

    Jul 1, 2026Jiatong Li, Samuel Yeh, Sharon LiLLM MemoryLong-Context Modeling

    Department of Computer Science, University of Wisconsin-Madison

  7. AutoMem: Automated Learning of Memory as a Cognitive Skill

    Jul 1, 2026Shengguang Wu, Hao Zhu, Yuhui Zhang +2LLM Agent Skill LearningLong-Horizon LLM Agents

    Stanford University

  8. Imprint: Online Memory Compression for Long-Horizon Egocentric QA

    Jul 1, 2026Kousik Das, Debaditya RoyQuestion AnsweringAgent Memory Management

    IIT, Kharagpur India

  9. When Classic Cache Policies Fail: Learning-Augmented Replacement for Semantic Retrieval Buffers

    Jul 1, 2026Yushi Sun, Bowen Cao, Wai LamLearning-Augmented AlgorithmsSemantic Caching

    LIGHTSPEED, Tencent · Shenzhen, China · The Chinese University of Hong Kong +1

  10. What Memory Do GUI Agents Really Need? From Passive Records to Active Task-Driving States

    Jun 30, 2026Chen Liu, Ling Chen, Hanzhang Zhou +7RL for GUI AgentsGUI Agents

    University of Technology Sydney · Tongyi Lab, Alibaba Group · Adelaide University

  11. The Past Is Prologue: A Plug-in Controller for Selective Updates in Sequentially Evolving LLM Memory

    Jun 30, 2026Zihan Chen, Songwei Dong, Chengshuai Shi +4Continual Learning for LLM AgentsPersistent Memory for Language Models

    University of Virginia · Princeton University · University of Central Florida

  12. Always-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgents

    Jun 29, 2026Tianyu Ding, Aditya Nannapaneni, Bingfan Liu +1LLM Agent MemoryAgent Evaluation

  13. Experience Graphs: The Data Foundation for Self-Improving Agents

    Jun 29, 2026Gang Liao, Yujia He, Abdullah Ozturk +22Self-Improving AgentsLong-Horizon Agent Tasks

    Meta Platforms · University of Maryland, College Park

  14. Mandol: An Agglomerative Agent Memory System for Long-Term Conversations

    Jun 29, 2026Yuhan Zhang, Zhiyuan Guo, Ziheng Zeng +3Agent MemoryGraph Retrieval-Augmented Generation

    Institute of Software, Chinese Academy of Sciences · Microsoft Research

  15. Selective Memory Retention for Long-Horizon LLM Agents

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

    Independent Researcher, Huntsville, Alabama, USA.

  16. HyphaeDB: A Living Knowledge Topology for Agent-First Memory

    Jun 27, 2026Krishna HalaharviAgent MemoryMulti-Agent Coordination

    HyphaeDB

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

    Jun 26, 2026Shuzheng Gao, Wenhao Zeng, Zhaojian Yu +5Software Engineering AgentsAgent Memory Management

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

  18. Temporal Validity in Retrieval Memory: Eliminating Stale-Fact Errors for AI Agents over Evolving Knowledge

    Jun 25, 2026Neeraj YadavRetrieval-Augmented GenerationTemporal IR

    MemStrata.dev — Called It Inc. (Enterprise)

  19. TRUSTMEM: Learning Trustworthy Memory Consolidation for LLM Agents with Long-Term Memory

    Jun 23, 2026Tianyu Yang, Sudipta Paul, Vijay Srinivasan +2LLM Agent MemoryAgent Memory Management

    AI Center-Mountain View, Samsung Electronics · University of Notre Dame

  20. 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

  21. Are We Ready For An Agent-Native Memory System?

    Jun 23, 2026Wei Zhou, Xuanhe Zhou, Shaokun Han +5Agent MemoryLLM Agent Memory

    Shanghai Jiao Tong University · Tsinghua University · MemTensor (Shanghai) Technology Co., Ltd

  22. Governed Shared Memory for Multi-Agent LLM Systems

    Jun 23, 2026Yanki Margalit, Nurit Cohen-Inger, Erni Avram +2Multi-Agent LLM SystemsData Provenance

    Computer Science and Information, Ben-Gurion University of the Negev

  23. Metis: Bridging Text and Code Memory for Self-Evolving Agents

    Jun 23, 2026Zijie Dai, Siuhin He, Hui Li +9Agent MemoryLLM Agent Memory

    The Chinese University of Hong Kong · Huawei · Wuhan University

  24. DynamicMem: A Long-Horizon Memory Benchmark in Real-World Settings

    Jun 22, 2026Wenya Xie, Shengming Zhou, Zelin Li +9Agent MemoryLLM Agent Memory

    University of Minnesota · University of North Carolina at Charlotte · Johns Hopkins University +2

  25. 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

  26. When Does Overlap Help? OSU-Mem and a Cell-Conditional Analysis of Trajectory Memory for LLM Agents

    Jun 19, 2026Mellow Baixuan Chen, Xiangguo SunDocument ChunkingLLM Agent Memory

    Courant Institute of Mathematical Sciences, New York University, New York, USA · Southeast University, Nanjing, China

  27. Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning

    Jun 18, 2026Nusrat Jahan Lia, Aritra MazumderPersistent Memory for Language ModelsLong-Term Conversational Memory

    Institute of Information Technology University of Dhaka, Dhaka, Bangladesh · University of Utah Utah, USA

  28. AtomMem: Building Simple and Effective Memory System for LLM Agents via Atomic Facts

    Jun 18, 2026Yanyu Yao, Shangze Li, Zhi Zheng +4Persistent Memory for Language ModelsLong-Term Conversational Memory

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

  29. GateMem: Benchmarking Memory Governance in Multi-Principal Shared-Memory Agents

    Jun 17, 2026Zhe Ren, Yibo Yang, Yimeng Chen +7LLM Agent MemoryAI Agent Security

    School of Artificial Intelligence, Jilin University · 2Shanghai Jiao Tong University · 3King Abdullah University of Science and Technology (KAUST) +2

  30. Memory as a Wasting Asset: Pricing Flash Endurance for Embodied Agents, and the Limits of Doing So

    Jun 16, 2026Josef Liyanjun ChenAgent Memory Management

    KAIKAKU