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

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

  2. LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception

    Jun 29, 2026Binyan Xu, Haitao Li, Kehuan ZhangTool-Augmented Language Model AgentsLLM Agent Memory

    The Chinese University of Hong Kong · LIGHTSPEED · Tencent

  3. Neural Procedural Memory: Empowering LLM Agents with Implicit Activation Steering

    Jun 29, 2026Chengfeng Zhao, Yuqiao Tan, Shizhu He +3LLM Agent MemoryLLM Agent Skill Learning

    Institute of Automation, CAS · University of Chinese Academy of Sciences · Beijing Academy of Artificial Intelligence

  4. Manufactured Confidence: How Memory Consolidation Turns Hearsay into Confident Facts

    Jun 28, 2026Alex KwonAI Agent ReliabilityLLM Agent Memory

    Independent Researcher

  5. Selective Memory Retention for Long-Horizon LLM Agents

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

    Independent Researcher, Huntsville, Alabama, USA.

  6. Supersede: Diagnosing and Training the Memory-Update Gap in LLM Agents

    Jun 25, 2026Vedant PatelContinual Learning for LLM AgentsKnowledge Conflicts in Language Models

    Vrin

  7. 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

  8. 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

  9. 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

  10. 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

  11. ReM-MoA: Reasoning Memory Sustains Mixture-of-Agents Scaling

    Jun 23, 2026Heng Ping, Arijit Bhattacharjee, Peiyu Zhang +5Multi-Agent System OptimizationLLM Agent Memory

    University of Southern California · Iowa State University · Cisco AI Research

  12. 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

  13. Memory Contagion: Cross-Temporal Propagation of Evaluator Bias via Agent Memory

    Jun 22, 2026Zewen LiuLLM Agent MemoryLanguage Model Bias Evaluation

    Independent Researcher

  14. Managing Procedural Memory in LLM Agents: Control, Adaptation, and Evaluation

    Jun 22, 2026Julia Belikova, Rauf Parchiev, Evgeny Egorov +4LLM Agent MemoryLLM Agent Evaluation

  15. 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

  16. RaMem: Contextual Reinstatement for Long-term Agentic Memory

    Jun 22, 2026Wei Yang, Bryce Kan, Shixuan Li +5Agent MemoryLLM Agent Memory

    University of Southern California

  17. Emergent Culture in Minimal LLM Systems

    Jun 21, 2026Simon Jones, Sabine HauertMulti-Agent LLM SystemsLLM Agent Memory

    University of Bristol, UK

  18. 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

  19. 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

  20. Multi-Agent Transactive Memory

    Jun 18, 2026To Eun Kim, Xuhong He, Dishank Jain +3LLM Agent MemoryAgentic RAG

    1Carnegie Mellon University · University of California, Berkeley

  21. 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

  22. CoreMem: Riemannian Retrieval and Fisher-Guided Distillation for Long-Term Memory in Dialogue Agents

    Jun 16, 2026Jiaqi Chen, Yongqin Zeng, Shaoshen Chen +4LLM Agent MemoryLong-Term Conversational Memory

    Shenzhen International Graduate School, Tsinghua University · Peng Cheng Laboratory · Shandong Analysis and Test Center, Qilu University of Technology, Jinan, China +1

  23. OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation

    Jun 16, 2026Guibin Zhang, Xun Xu, Yanwei Yue +4LLM Agent MemoryMemory-Augmented Agents

    LV-NUS Lab · FDU · PKU +1

  24. 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.

  25. GeneralVLA-2: Geometry-Aware Reconstruction and Governed Memory for Robot Planning

    Jun 16, 2026Haoyu Wang, Guoqing Ma, Zeyu Zhang +3LLM Agent MemoryMulti-View 3D Reconstruction

    School of Computer Science, Peking University · 2CASIA · 3AI2 Robotics

  26. MemTrace: Probing What Final Accuracy Misses in Long-Term Memory

    Jun 15, 2026Xianxuan Long, Zhikai Chen, Shenglai Zeng +3Temporal Reasoning in Language ModelsLLM Agent Memory

    Michigan State University · Case Western Reserve University

  27. TokenPilot: Cache-Efficient Context Management for LLM Agents

    Jun 15, 2026Buqiang Xu, Zirui Xue, Dianmou Chen +12LLM Agent MemoryKV-Cache Management

    1Zhejiang University · University of Electronic Science and Technology of China · 3Xi’an University of Electronic Science and Technology +1

  28. GitOfThoughts: Version-Controlled Reasoning and Agent Memory You Can Replay, Diff, and Merge

    Jun 12, 2026Pavan C Shekar, Abhishek H S, Aswanth KrishnanLLM Agent MemoryPersistent Memory for Language Models

    QpiAI, Bengaluru, India

  29. Getting Better at Working With You: Compiling User Corrections into Runtime Enforcement for Coding Agents

    Jun 11, 2026Yujun Zhou, Kehan Guo, Haomin Zhuang +8Coding AgentsLLM Agent Memory

    University of Notre Dame · Tencent AI Lab · IBM Research

  30. Learning What to Remember: A Cognitively Grounded Multi-Factor Value Model for Agentic Memory

    Jun 11, 2026Zhibao Chen, Qian ChengLLM Agent MemoryPersistent Memory for Language Models

    Huatai Securities, Nanjing, China