Lifelong Learning Agents

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5 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Learning from Research: Toward Lifelong Agent Harness Evolution

    Sep 30, 2026Jingbo Yang, Kwei-Herng Lai, Xiaowen Wang +3Large Language Model-Guided OptimizationLifelong Learning Agents

    University of California, Santa Barbara · Microsoft

  2. ASENA: Self-evolving Agents for Embodied Navigation

    Sep 30, 2026An-Chieh Cheng, Isabella Liu, Edmund Bu +7Embodied NavigationLarge Language Model-Based Robot Planning

    NVIDIA · University of California, San Diego

  3. STRATA: Self-Learning Through Role-Aligned Tiered Agents for Real-Time Strategy Games

    Sep 30, 2026Xinhe Tian, Xiaoyue Zhang, Ziyou Zhang +4Multi-Agent CoordinationGame-Playing Agents

    School of Instrumentation Science and Optoelectronic Engineering, Beijing University of Aeronautics and Astronautics · Tsinghua University · University of Chinese Academy of Sciences +2

  4. CORTEX: A Verified Experience Layer for Generalist Agents

    Sep 27, 2026Garapati Keerthana, Manik GuptaAI Agent ReliabilityLifelong Learning Agents

    Birla Institute of Technology and Science, Pilani, Hyderabad, India

  5. ThinkFlow: Self-Evolving Probabilistic Latent Memory for Lifelong Conversational Agents

    Sep 15, 2026Cai Ke, Xin Liu, Han Zhang +6Test-Time AdaptationLifelong Learning Agents

    Pengcheng Laboratory, China · Harbin Institute of Technology, Shenzhen, China · China Unicom Greater Bay Area Innovation Institute, China

  6. Agents in the Large: Perception-Centered Architecture for Persistent Agents

    Aug 31, 2026Shihan Dou, Haoxiang Jia, Shichun Liu +14Cognitive Architectures for AI AgentsLifelong Learning Agents

    NLP Lab, Fudan University · PL Lab, Peking University · CCDS, Nanyang Technological University +1

  7. Quo Vadis, World Modeling?

    Aug 3, 2026Yu Yang, Xuemeng Yang, Licheng Wen +17World Model LearningLifelong Learning Agents

  8. PATH-Bench: Path-Dependent Evaluation of Lifelong Agents

    Aug 2, 2026Xidong Yang, Xingyi Zhang, Wenhao Li +7Continual Learning for LLM AgentsLifelong Learning Agents

    East China Normal University · Tongji University · Ant Group +5

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

    Jul 5, 2026Sukanta GangulyLLM ServingLLM Agent Memory

    NetApp

  10. Multi-scale Mixture of World Models for Embodied Agents in Evolving Environments

    Jul 1, 2026Jinwoo Jang, Daniel J. Rho, Sihyung Yoon +2World Model LearningWorld Models

    Sungkyunkwan University · Corresponding author

  11. AhaBench: Do Agents Turn Experience into Reusable Insights? A Long-Horizon Benchmark for Continual Learning

    Jun 30, 2026Zerui Cheng, Jiawei Xu, Huacan Chai +3Continual Learning for LLM AgentsLifelong Learning Agents

    Princeton University · Tencent Hy · Tsinghua University +2

  12. Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention

    Jun 24, 2026Luke McDermott, Robert W. Heath, Rahul ParhiLifelong Learning AgentsLong-Context Modeling

    UC San Diego

  13. Social World Model for Lifelong Social Intelligence

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

    Central South University

  14. 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

  15. AllDayNav: Lifelong Navigation via Real-World Reinforcement Learning

    Jun 9, 2026Hang Yin, Yinan Liang, Jiazhao Zhang +4RL for RoboticsContinual Robot Learning

    Tsinghua University, Beijing 100084, China · Galbot Robotics, Beijing, China · Peking University, Beijing 100871, China +1

  16. An Information-Theoretic Definition for Open-Ended Learning

    Jun 6, 2026Wanqiao Xu, Yifan Zhu, Benjamin Van RoyLifelong Learning AgentsRL Exploration

  17. Learning While Acting: A Skill-Enhanced Test-Time Co-Evolution Framework for Online Lifelong Learning Agents

    Jun 3, 2026Bo Mao, Jie Zhou, Yutao Yang +5Lifelong Learning AgentsLLM Agent Skill Learning

    School of Computer Science and Technology, East China Normal University · Shanghai AI Laboratory · Software Engineering Institute, East China Normal University

  18. Trivium: Temporal Regret as a First-Class Objective for Causal-Memory Controllers

    Jun 3, 2026Edward Y. ChangLifelong Learning AgentsCausal Structure Learning

    Computer Science Stanford University

  19. SkillPyramid: A Hierarchical Skill Consolidation Framework for Self-Evolving Agents

    Jun 2, 2026Yuan Xiong, Ziqi Miao, Qian Chen +5Lifelong Learning AgentsLLM Agent Skill Learning

    1The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China · 3Shanghai Artificial Intelligence Laboratory, Shanghai, China · 4Beijing Academy of Artificial Intelligence, Beijing, China +1

  20. Position: Deployed Reinforcement Learning should be Continual

    Jun 1, 2026Parnian Behdin, Kevin Roice, Golnaz MesbahiNon-Stationary RLReinforcement Learning

    Alberta Machine Intelligence Institute (Amii), Edmonton, Canada.

  21. MEMENTO: Leveraging Web as a Learning Signal for Low-Data Domains

    May 28, 2026Ashutosh Ojha, Vinay Aggarwal, Ashutosh Srivastava +3Lifelong Learning AgentsAgent Skill Learning

    Adobe, Media & Data Science Research Lab

  22. Ask Only When Needed: Proactive Retrieval from Memory and Skills for Experience-Driven Lifelong Agents

    Apr 22, 2026Yuxuan Cai, Wei Li, Jie Zhou +4Lifelong Learning AgentsLLM Agent Skill Learning

    School of Computer Science and Technology, East China Normal University, Shanghai · Shanghai AI Laboratory

  23. Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence

    Apr 20, 2026Guanting Dong, Junting Lu, Junjie Huang +17Lifelong Learning AgentsAI Agent Benchmarks

    Renmin University of China · ByteDance Seed

  24. SkillFlow:Benchmarking Lifelong Skill Discovery and Evolution for Autonomous Agents

    Apr 19, 2026Ziao Zhang, Kou Shi, Shiting Huang +13Lifelong Learning AgentsLong-Horizon Agent Evaluation

    University of Science and Technology of China · University of Toronto · University of Sydney

  25. Beyond Single-Model Optimization: Preserving Plasticity in Continual Reinforcement Learning

    Apr 16, 2026Lute Lillo, Nick CheneyNon-Stationary RLReinforcement Learning

    Department of Computer Science University of Vermont USA

  26. Deconfounded Lifelong Learning for Autonomous Driving via Dynamic Knowledge Spaces

    Mar 15, 2026Jiayuan Du, Yuebing Song, Yiming Zhao +6End-to-End Autonomous DrivingLifelong Learning Agents

    Tongji University, Shanghai, China

  27. A Vision Toward Energy-Efficient Domain-Specific Artificial Intelligence Models and Agents

    Oct 24, 2025Abhijit Chatterjee, Niraj K. Jha, Jonathan D. Cohen +6Energy-Efficient MLLifelong Learning Agents

    School of Electrical and Computer Engineering, Georgia Institute of Technology · Department of Electrical and Computer Engineering, Princeton University · Department of Psychology & Neuroscience Institute, Princeton University +4