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. MEMRES: A Memory-Augmented Resolver with Confidence Cascade for Agentic Python Dependency Resolution

    Apr 18, 2026Dao Sy Duy Minh, Tran Chi Nguyen, Trung Kiet Huynh +3LLM Agent Memory

    Faculty of Information Technology University of Science Vietnam National University Ho Chi Minh City, Vietnam

  2. HeLa-Mem: Hebbian Learning and Associative Memory for LLM Agents

    Apr 18, 2026Jinchang Zhu, Jindong Li, Cheng Zhang +2Memorization in Language ModelsHebbian Learning

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

  3. Experience Compression Spectrum: Unifying Memory, Skills, and Rules in LLM Agents

    Apr 17, 2026Xing Zhang, Guanghui Wang, Yanwei Cui +4LLM Agent MemoryLLM Agent Skill Learning

    AWS Generative AI Innovation Center · HSBC Holdings Plc., HSBC Technology Center, China.

  4. ActionEngine: From Reactive to Programmatic Web Agents via State Machine Memory

    Feb 24, 2026Hongbin Zhong, Fazle Faisal, Luis França +4Agent MemoryLLM Agent Memory

    Georgia Tech USA · Microsoft Research USA

  5. Evaluating Memory Structure in LLM Agents

    Feb 11, 2026Alina Shutova, Alexandra Olenina, Ivan Vinogradov +1LLM Agent MemoryLLM Agent Evaluation

    HSE University · Yandex · YSDA +1

  6. Toward Efficient Agents: Memory, Tool learning, and Planning

    Jan 20, 2026Xiaofang Yang, Lijun Li, Heng Zhou +12LLM Agent MemoryAI Agent Benchmarks

    Shanghai Artificial Intelligence Laboratory · Fudan University · University of Science and Technology of China +5

  7. Beyond Dialogue Time: Temporal Semantic Memory for Personalized LLM Agents

    Jan 12, 2026Miao Su, Yucan Guo, Zhongni Hou +8LLM Agent MemoryConversational Memory

    Institute of Computing Technology, Chinese Academy of Sciences · State Key Laboratory of AI Safety · School of Computer Science, University of Chinese Academy of Sciences +1

  8. LLMs Can't Play Hangman: On the Necessity of a Private Working Memory for Language Agents

    Jan 11, 2026Davide Baldelli, Ali Parviz, Amal Zouaq +1LLM Agent MemoryLLM Agent Reliability

    Chandar Research Lab · LAMA-WeST Lab · Mila – Quebec AI Institute +2

  9. Beyond Static Summarization: Proactive Memory Extraction for LLM Agents

    Jan 8, 2026Chengyuan Yang, Zequn Sun, Wei Wei +1LLM Agent MemoryPersistent Memory for Language Models

    State Key Laboratory for Novel Software Technology, Nanjing University, China · National Institute of Healthcare Data Science, Nanjing University, China

  10. CaveAgent: Transforming LLMs into Stateful Runtime Operators

    Jan 4, 2026Maohao Ran, Zhenglin Wan, Cooper Lin +21LLM Agent MemoryLLM Agents

    HKUST · HKBU · NUS +8

  11. Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions

    Jul 7, 2025Yuanzhe Hu, Yu Wang, Julian McAuleyLLM Agent MemoryLLM Agent Evaluation

    University of California, San Diego

  12. Causal Episodic Memory for Feedback-Driven Agent Repair

    Date pendingKhang Nhat Hoang Vo, Tam Minh Chu, Anh Trac Duc Dinh +2LLM Self-CorrectionLLM Agent Memory

    Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, United Arab Emirates · Faculty of Computer Science and Engineering, Ho Chi Minh City University of Technology (HCMUT), VNU-HCM, Ho Chi Minh City, Vietnam