Memory-Augmented Language Model Agents

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50 papers in the last four weeks, up 233% on the four weeks before. 0.5% of all new papers.

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  1. Org-Agent: Beyond Personal Assistants Towards Organizational Agents

    Sep 28, 2026Luyao Zhuang, Yujing Zhang, Zijin Hong +2LLM Agent PlanningMemory-Augmented Language Model Agents

    The Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR

  2. PersMem: Internalizing Personality into Dual-Pathway Memory for LLM Agents

    Sep 28, 2026Hanzhong Zhang, Ziwei Xiang, Weicheng Xie +2Agent MemoryLarge Language Model-Based Role-Play Simulation

    Department of Computer Science, University of Exeter, United Kingdom · School of Marxism, Nanjing University, China · Shenzhen University, China +1

  3. RICE-Alpha: Reliability-Informed Correction with Event Graphs for LLM-Agent Stock Forecasting

    Sep 27, 2026Tong Liu, Lanmiao Liu, Xiang HuFinancial ForecastingTime Series Forecasting

    Zircon Security · Utrecht University · The Max Planck Institute for Psycholinguistics +1

  4. Self-Designed Evaluators and Warm Memory for Long-Horizon Agents

    Sep 27, 2026Saeid Asgari, Emre Kiciman, Leonardo de Oliveira Nunes +1Language Model Generation EvaluationLong-Horizon Agent Evaluation

    Microsoft

  5. NLPG: Natural-Language Policy Gradients for Self-Evolving Language Agents

    Sep 27, 2026Xu Liu, WenZhang Wei, Jun Cao +4Continual Learning for LLM AgentsPolicy Optimization

    School of Electronic Information, Wuhan University, Wuhan 430079, China · School of Remote Sensing and Information Engineering, Wuhan University, Wuhan 430079, China · State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, China

  6. LSTMem: Hierarchical Long Short-Term Online Memory for Large Language Models

    Sep 27, 2026Xianglong Shi, Ruijie Yang, Sirui Zhao +4Memory-Augmented Language ModelsPersistent Memory for Language Models

    University of Science and Technology of China

  7. Decision-Sufficient State Representations: Measuring and Reducing Write-Time Regret

    Sep 26, 2026Bingyu Shen, Boyang LiState TrackingState Representation Learning

    Independent Researcher · Department of Computer Science and Technology Kean University, Union, NJ, USA

  8. Adaptive Consistency Graph for Long-Horizon Agents

    Sep 26, 2026Jiecong Wang, Hao Peng, Zhanyi WangLong-Horizon Agent EvaluationGraph-Based Agent Memory

    Beihang University · QI-ANXIN GROUP

  9. SCLATE: a Substrate for Continual-Learning Agent Training and Evaluation

    Sep 26, 2026Youngmok Jung, Sirajul Salekin, Henry Tran +3Continual Learning for LLM AgentsLong-Horizon Agent Evaluation

    Apple

  10. IterSynth: Rethinking Deep Search Agents via Role-Decoupled Iterative Synthesis

    Sep 24, 2026Xingyu Wu, Yuchen Yan, Zhengxi Lu +9Long-Horizon LLM AgentsRL for LLM Agents

    Zhejiang University · Tencent

  11. ADM-Planner: LLM-Guided Long-Horizon Planning for Mobile Manipulators with Attention-Enhanced Dynamic Memory

    Sep 24, 2026Jiaping Xiao, Pingyuan Ji, Mir FeroskhanLong-Horizon Robotic ManipulationMobile Manipulation

    School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore

  12. Agent Memory with Episodic Retrieval for Financial Decision-Making

    Sep 23, 2026Nuoyue Xu, Jiang Liu, Wenxuan Huang +3Multi-Agent LLM SystemsLLM Agent Memory

    University of British Columbia · University of Science and Technology of China · Fudan University +1

  13. Learning from Failures: Heterogeneous Graph Memory for Small Language Model Tool-Using Agents

    Sep 23, 2026Jiaxing Li, Lei Song, Rui Dong +1Graph-Based Agent MemoryLong-Horizon LLM Agents

    School of Computer Science and Engineering, Southeast University, Nanjing, China

  14. ChipMEM: Verification-Grounded Memory for EDA Agents

    Sep 22, 2026Abdulrahman AlRabah, Joshua Mabry, Dilek Hakkani-Tür +4Electronic Design AutomationLLM Agent Skill Learning

    University of Illinois Urbana-Champaign · NVIDIA · Cadence

  15. From Pattern Recognizers to Personalized Companions: A Survey of Large Language Models in Mental Health

    Sep 21, 2026He Hu, Yucheng Zhou, Qianning Wang +8Personalized Language ModelsMedical LLMs

  16. TTSE: A Two-Track Online Self-Evolution Framework

    Sep 21, 2026Ruimin Pei, Yongkang Wu, Shangyi Zheng +5LLM Agent Self-ImprovementAgent Skill Learning

    Poisson Lab, Huawei China

  17. An Architecture for Long-Horizon Agents: Levels, Ticks and Cascaded Intelligence

    Sep 17, 2026Erik Nijkamp, Anurag Koul, Egor Pakhomov +1Cognitive Architectures for AI AgentsContinual Learning for LLM Agents

    Salesforce AI Research

  18. Rollback the World, Keep the Reflection: Rollback-Induced Reflection for Long-Horizon LLM Agents

    Sep 16, 2026Yi Yu, Liuyi Yao, Yaliang Li +2Long-Horizon LLM AgentsLLM Agent Reliability

    Wuhan University · Alibaba Group

  19. Interactive Memory Learning for Long-Term Conversations

    Sep 15, 2026Cai Ke, Jiangyue Yan, Han Zhang +5Multi-Agent LLM SystemsLong-Term Conversational Memory

    Harbin Institute of Technology, Shenzhen, China · Pengcheng Laboratory, China

  20. 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

  21. RSIAgent: Autonomous Exploration for Recursive Self-improvement in New Environments

    Sep 14, 2026Sibo Zhu, Shicheng Fan, Xinyue Wang +3Multi-Agent LLM SystemsLLM Agent Self-Improvement

    Aether AI · University of California San Diego · ‡Work done during internship in Aether AI +1

  22. EMR: Self-Evolving Medical Multi-Agent System via Experience Mining and Reuse

    Sep 14, 2026Dongsheng Shi, Yue Li, Xin Yi +1Continual Learning for LLM AgentsMulti-Agent LLM Systems

    East China Normal University · City University of Hong Kong

  23. CoMem: Collective-Individual Memory Synergy for Evolutionary Multi-Agent Systems

    Sep 14, 2026Chengxin Yu, Zhaoxin Fan, Faguo Wu +3Multi-Agent LLM SystemsMulti-Agent Collaboration

    Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, School of Artificial Intelligence, Beihang University · Beijing academy of blockchain and edge computing · National University of Defense Technology +1

  24. LifeMem: Enabling Lifelong Experience Reuse for LLM Agents

    Sep 14, 2026Yuli Qiu, Yutong Li, Wei Su +5Continual Learning for LLM AgentsLLM Agent Skill Learning

    School of Computer Science and Technology, Beijing Institute of Technology · School of Computer Science and Engineering, Beihang University · Research Center for Social Computing and Interactive Robotics, Harbin Institute of Technology +1

  25. MemRiskBench: Trace-Aware Risk-Preserving Evaluation for Long-Horizon LLM Agents

    Sep 14, 2026Jianhua Jiang, Dongbo Yuan, Weihua LiLong-Horizon Agent EvaluationAI Agent Safety Benchmarks

    School of Artificial Intelligence and Computer Science, Jilin University of Finance and Economics, 130117 Changchun, China · Jilin Province Key Laboratory of Fintech, Jilin University of Finance and Economics, 130117 Changchun, China · School of Engineering, Computer and Mathematical Sciences, Auckland University of Technology, Auckland, New Zealand

  26. What Should an Agent Forget? Separating What Is Stored from What Is Used

    Sep 9, 2026Yuhang Li, Yuchen LiPersistent Memory for Language ModelsTemporal IR

    East China Normal University Shanghai, China

  27. Closing the Consistency Gap: Self-Evolving Agents That Learn to Stay on Course

    Sep 8, 2026Evelyn Duesterwald, Benjamin Elder, Lilian Ngweta +2LLM Agent ReliabilitySelf-Evolving Agents

    IBM Software Innovation Lab · IBM Research

  28. MEMO: Multimodal Evidence Memory Organization for Long-Horizon LLM Agents

    Sep 7, 2026Xian Gao, Jinpeng Wang, Jiacheng Ruan +3Multimodal MemoryLong-Horizon LLM Agents

    Shanghai Jiao Tong University · Tsinghua University · Institute of Automation of the Chinese Academy of Sciences

  29. RuleMem: Active Rule Memory for Long-Term Conversational Agents

    Sep 3, 2026Xingyuan Zeng, Zuohan Wu, Quanming Yao +5Question AnsweringLong-Term Conversational Memory

    Sun Yat-sen University, Zhuhai, China · The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · Tsinghua University, State Key Laboratory of Space Network and Communications, Beijing National Research Center for Information Science and Technology, Beijing, China +2

  30. Remember and Reweight: Enhancing Multi-Agent Debate with Experience Memory and Confidence Estimation

    Sep 3, 2026Xuanfa Jin, Zhijian Ma, Yongcheng Zeng +3AI Agent ReliabilityMulti-Agent Debate

    Institute of Automation, Chinese Academy of Sciences · University of Chinese Academy of Sciences · University College London