Continual Learning for LLM Agents

LLM: Large Language Model

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23 papers in the last four weeks, up 109% on the four weeks before. 0.2% of all new papers.

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  1. ManimAgent: Self-Evolving Multimodal Agents for Visual Education

    Jun 29, 2026Wenjia Jiang, Zongyuan Cai, Yuanhang Shao +7Continual Learning for LLM AgentsLLM Agent Self-Improvement

    University of Alberta · Southeast University · Virginia Tech +2

  2. EVAF: A Test-Retest Protocol for Selective Parametric Consolidation

    Jun 29, 2026Haoliang HanAgent MemoryContinual Learning for LLM Agents

    Institute of Biomedical Strategy, China Pharmaceutical University

  3. MedEvoEval: Evaluating Continual Evolution of Doctor Agents through Simulated Clinical Episodes

    Jun 27, 2026Hui ZhangContinual Learning for LLM AgentsLong-Horizon Agent Evaluation

    Beijing Institute of Technology (BIT), China

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

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

    Vrin

  5. Joint Learning of Experiential Rules and Policies for Large Language Model Agents

    Jun 25, 2026Shicheng Ye, Chao YuContinual Learning for LLM AgentsLLM Agent Training

    Sun Yat-sen University

  6. Memory Depth, Not Memory Access: Selective Parametric Consolidation for Long-Running Language Agents

    Jun 25, 2026Haoliang HanAgent MemoryContinual Learning for LLM Agents

    Institute of Biomedical Strategy, China Pharmaceutical University

  7. 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

  8. Social World Model for Lifelong Social Intelligence

    Jun 19, 2026Yu LuoContinual Learning for LLM AgentsLifelong Learning Agents

    Central South University

  9. Connect the Dots: Training LLMs for Long-Lifecycle Agents with Cross-Domain Generalization Via Reinforcement Learning

    Jun 18, 2026Yanxi Chen, Weijie Shi, Boyi Hu +6Continual Learning for LLM AgentsCross-Domain Generalization

    Alibaba Group · Hong Kong University of Science and Technology · The University of Hong Kong

  10. 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.

  11. VisualClaw: A Real-Time, Personalized Agent for the Physical World

    Jun 15, 2026Haoqin Tu, Jianwen Chen, Zijun Wang +14Continual Learning for LLM AgentsAI Agent Benchmarks

    1UC Santa Cruz · 2UNC-Chapel Hill · 3Google +1

  12. LatentGym: A Testbed For Cross-Task Experiential Learning With Controllable Latent Structure

    Jun 13, 2026Daksh Mittal, Tommaso Castellani, Thomson Yen +7Continual Learning for LLM AgentsLifelong Learning Agents

    1Columbia University · 2Oumi

  13. EEVEE: Towards Test-time Prompt Learning in the Real World for Self-Improving Agents

    Jun 9, 2026Weixian Xu, Shilong Liu, Mengdi WangContinual Learning for LLM AgentsLLM Agent Self-Improvement

    Shanghai Jiao Tong University · Princeton University

  14. Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory

    Jun 8, 2026Haoran Sun, Wenjie Li, Yujie Zhang +8Continual Learning for LLM AgentsLLM Agent Memory

    1Fudan University · 2Shanghai Artificial Intelligence Laboratory · University of Science and Technology of China +1

  15. SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History

    Jun 7, 2026Zhiwei Li, Yong HuContinual Learning for LLM AgentsLLM Agent Skill Learning

    WeChat AI, Tencent Inc., China · WeChat, Tencent Inc., China

  16. From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory

    Jun 7, 2026Yishuo Cai, Xingyu Guo, Xuancheng Huang +8Continual Learning for LLM AgentsLLM Agent Memory

    Peking University, Beijing, China · Central South University, Changsha, China · Zhipu AI, Beijing, China +3

  17. FinEvolveBench: A Benchmark for Self-Evolving Agents on Low-Repetition Tasks with Implicit Rewards

    Jun 5, 2026Yining Zhu, Zihao Deng, Leiming Wang +5Continual Learning for LLM AgentsAI Agent Benchmarks

  18. AdMem: Advanced Memory for Task-solving Agents

    Jun 5, 2026Runzhe Wang, Huilin Lu, Shengjie Liu +2Continual Learning for LLM AgentsLLM Agent Memory

    Princeton University · Amazon · Arm

  19. Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments

    Jun 4, 2026Parth Asawa, Christopher M. Glaze, Gabriel Orlanski +7Continual Learning for LLM AgentsContinual Learning for LLMs

    UC Berkeley · Snorkel AI · University of Wisconsin-Madison +1

  20. CLaaS: Continual learning as a service for sample efficient online learning

    Jun 4, 2026Kion Fallah, Silen Naihin, Barak Widawsky +1Continual Learning for LLM AgentsContinual Learning

    1Resolute Labs · 2South Park Commons · 3Incept Labs

  21. Rethinking Continual Experience Internalization for Self-Evolving LLM Agents

    Jun 3, 2026Jingwen Chen, Wenkai Yang, Shengda Fan +7Continual Learning for LLM AgentsContinual Learning for LLMs

    1Gaoling School of Artificial Intelligence, Renmin University of China · School of Software, Beihang University · 3Meituan

  22. RIZZ: Routing Interactions to Near Zero-Interference Zones for Continual Adaptation of Black-Box Agents

    Jun 2, 2026Sonali Goel, Pranav Vaidhyanathan, Lucas Schorling +2Continual Learning for LLM AgentsLLM Routing

    Department of Engineering Science University of Oxford

  23. DELTAMEM: Incremental Experience Memory for LLM Agents via Residual Trees

    Jun 2, 2026Haoran Tan, Zeyu Zhang, Zhicheng Cao +2Continual Learning for LLM AgentsLLM Agent Memory

    Gaoling School of Artificial, Renmin University of China, Beijing, China · Beijing Key Laboratory of Research on Large Models and Intelligent Governance · Engineering Research Center of Next-Generation Intelligent Search and Recommendation, MOE +1

  24. AgentCL: Toward Rigorous Evaluation of Continual Learning in Language Agents

    Jun 1, 2026Yiheng Shu, Bernal Jiménez Gutiérrez, Saisri Padmaja Jonnalagedda +3Continual Learning for LLM AgentsAI Agent Evaluation

    The Ohio State University · Johns Hopkins University · Intuit AI Research

  25. Unified Context Evolution for LLM Agents

    Jun 1, 2026Zixuan Zhu, Yitong Hu, Yong Dai +4Continual Learning for LLM AgentsLLM Agent Skill Learning

    Nanyang Technological University · Beijing University of Posts and Telecommunications · Fudan University +4

  26. MMG2Skill: Can Agents Distill In-the-Wild Guides into Self-Evolving Skills?

    Jun 1, 2026Xinyu Che, Junqi Xiong, Yunfei Ge +10Continual Learning for LLM AgentsLLM Agent Skill Learning

    Nanjing University · Kuaishou Technology

  27. Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams

    Jun 1, 2026Zewen Liu, Zhan Shi, Yisi Sang +7Continual Learning for LLM AgentsAgent Harness Optimization

    Emory University · Amazon · The Pennsylvania State University +2

  28. Task-Focused Memorization for Multimodal Agents

    May 29, 2026Tao Zou, Yichen He, Tian Qiu +2Continual Learning for LLM AgentsMultimodal Memory

    ByteDance Seed · Fudan University

  29. MetaEvo: A Meta-Optimization Framework for Experience-Driven Agent Evolution

    May 29, 2026Bowen Ren, Heyan Huang, Yinghao Li +1Continual Learning for LLM AgentsLLM Agent Self-Improvement

    School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China · Beijing Institute of Technology Southeast Academy of Information Technology, Putian, China

  30. ExpGraph: Model-Agnostic Experience Learning with Graph-Structured Memory for LLM Agents

    May 29, 2026Tao Feng, Chongrui Ye, Tianyang Luo +8Continual Learning for LLM AgentsLLM Agent Skill Learning

    University of Illinois Urbana-Champaign · 2Nanyang Technological University · 3Meta Monetization AI