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. HGP:An on-device personalized agent memory via hybrid graph storage

    Oct 7, 2026Ran Zhou, Xueming Han, Jiaheng Liu +4Agent MemoryAgent Memory Management

    School of Intelligence Science and Technology, Nanjing University · Jiutian Research

  2. Learning to Accumulate Knowledge with Mutual Information

    Oct 7, 2026Yuyang Zhao, Lizi Liao, Leyang Shen +4Memory-Augmented Language Model AgentsRL for LLM Agents

    University of Science and Technology of China · Singapore Management University · National University of Singapore

  3. LiveMACE: Process-Aware Evaluation of LLM Agent Capabilities in Evolving Markets

    Oct 7, 2026Jun Zhao, Leiming Fu, Yanbo Wen +9LLM Agent EvaluationAI Agent Benchmarks

    National University of Singapore · Fudan University · The University of Sydney

  4. SkillForge: Co-Evolving Skills and Agents via Dynamic Skill Lifecycles

    Oct 7, 2026Yuyao Ge, Yiwei Wang, Yuchen He +5LLM Agent Skill LearningLLM Agents

    Institute of Computing Technology, Chinese Academy of Sciences · University of California, Merced · Tsinghua University

  5. DAEDALUS: Bootstrapping Agent Memory from Self-Generated Tasks

    Oct 6, 2026Antoine Edy, Max Conti, Victor Xing +3LLM Agent MemorySelf-Improving Agents

    Illuin Technology

  6. PharmAgent: Constraint-Aware Search with Frozen Language Models for Molecular Optimization

    Oct 4, 2026Nihui Shao, Guanxing Chen, Jilong Shi +6Molecular OptimizationLarge Language Model-Guided Optimization

    City University of Hong Kong (Dongguan) · The Hong Kong Polytechnic University · Tencent AI Lab +2

  7. AgentDiscover: Autonomous Discovery with Minimal Search Scaffolding

    Oct 4, 2026Mahdi Farahbakhsh, Ilan Sela, Fatemeh Doudi +4AI Agents for Scientific DiscoveryAutomated Algorithm Discovery

    Texas A&M University

  8. Look Before You Leap: Thermodynamic Arbitration of Parametric and Non-Parametric Knowledge in LLM Agents via Self-Regulating Memory Architectures

    Oct 4, 2026Akash Das, Ishan RoyCognitive Architectures for AI AgentsAdaptive RAG

    Fidelity Investments

  9. AECG: Asymmetric Experience Consolidation and Governance In Multi-Agent Systems

    Oct 4, 2026Ao Tian, Jialong Liu, Daqi Zheng +7AI Agent ReliabilityMulti-Agent LLM Systems

    Beihang University · Wuhan University · ModelBest +1

  10. LexiHorizon: Stabilizing Reinforcement Learning for Long-Horizon Deep Search

    Oct 4, 2026Zhiqing Nong, Liang Wen, Chao-Hsuan LiuLong-Horizon Agent EvaluationRL for IR

  11. Decoupling Memory from Context: Structured Memory for Token-Efficient Test-Time Continual Learning

    Oct 2, 2026Yehya Farhat, Michael Desmond, Anastasios KyrillidisContinual Learning for LLM AgentsContinual Learning for LLMs

    Rice University, Department of Computer Science Houston, TX, USA · IBM Research Yorktown Heights, NY, USA

  12. Harnessing LLMs as Agents: What Does It Cost?

    Oct 1, 2026Zelin Zhao, Xinyu Guo, Jingyuan Zhang +2LLM Agent HarnessesMemory-Augmented Language Model Agents

    Georgia Institute of Technology · Etude AI

  13. From Knowledge Access to Source Learning: Developing Source-Specific Competence

    Oct 1, 2026Lucheng Fu, Kejing Xia, Yiyang Wang +10Continual Learning for LLM AgentsKnowledge Augmentation for Language Models

    Georgia Institute of Technology · University of Illinois at Urbana-Champaign · University of California, Los Angeles

  14. Mimir: Physics-Grounded LLM Agents for Long-Horizon Irrigation Control

    Oct 1, 2026Yimeng Liu, Mi Zhang, Younsuk Dong +1Language Model-Based ControlLLM Agent Self-Improvement

    Michigan State University · Ohio State University

  15. LabBook: Harnessing Experimental History for Efficient LLM-Driven Discovery

    Sep 30, 2026Bo Yuan, Wenqian Ye, Zelin Zhao +4Automated Algorithm DiscoveryLLM-Based Program Synthesis

    Georgia Institute of Technology · University of Virginia, Charlottesville

  16. RefCon: Iterative Refinement and Contrastive Memory Extraction for Context-Evolving Agent

    Sep 30, 2026Ubaidillah Ariq Prathama, Bo Liu, Yeo Boon Hong +3Contrastive LearningLLM Self-Refinement

    Huawei Technologies, Co., Ltd.

  17. EpiCon: Collective Agent Learning through Co-Evolving Multimodal Memory

    Sep 29, 2026Ziyun Zeng, Hang Hua, Shaden Alshammari +3LLM Agent MemoryMulti-Agent Systems

    MIT-IBM Computing Research Lab · University of Rochester · Massachusetts Institute of Technology

  18. ReMem: Rethinking Perception and Memory in Long-Context Recommendation Agents

    Sep 29, 2026Haohao Qu, Yongcheng Jing, Chun Hin Chan +3Long-Context ModelingRecommender Systems

    The Hong Kong Polytechnic University Hong Kong · Nanyang Technological University Singapore

  19. Traverse: Learning When to Remember, Reset, and Redirect for Long-Horizon Web Search

    Sep 29, 2026Jingyuan Ma, Lynx Aster, He Zhang +5Long-Horizon Agent EvaluationWeb Search Agents

    State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University · ByteDance

  20. Mnemon: Raw Records, Fast Judgments, Slow Thoughts

    Sep 28, 2026Guangren WangPersistent Memory for Language ModelsMemory Agent Benchmarks

  21. KV-streams for Efficient Compaction in Agentic Reinforcement Learning

    Sep 28, 2026Emiliano Penaloza, Dane Malenfant, Dheeraj Vattikonda +15Agentic RLKV-Cache Management

    Mila · Microsoft · Université de Montréal +9

  22. Share-Borne AI Virus: Memory-Hopping Attacks Across LLM Agents

    Sep 28, 2026Sidharth Pulipaka, Ansh Sharma, Stanislau Hlebik +4AI Agent SecurityAgent Memory Poisoning

    SPAR · University of Cambridge · APTA AI +1

  23. PDEU-Bench: Benchmarking the Personalized Planning Lifecycle of Tool-Calling LLM Agents

    Sep 28, 2026Huayi Lai, Shichao Song, Qingchen Yu +4Long-Horizon Agent EvaluationAI Agent Benchmarks

    Renmin University of China · Beihang University

  24. ReMCTS: Reflection-Enhanced Monte Carlo Tree Search for Code Generation

    Sep 28, 2026Huifei Wang, Xinying Huang, Yiheng Sun +1Execution-Guided Code GenerationLLM-Based Program Synthesis

    College of Computer Science and Software Engineering, Shenzhen University · School of Artificial Intelligence, Shenzhen University

  25. PairPref: When Should Memory Guide the Answer? A Benchmark for Contextual Preference Use

    Sep 28, 2026Mingfei Lu, Mengjia Wu, Yi ZhangUser Preference ModelingMemory-Augmented Language Model Agents

    AAII, University of Technology Sydney

  26. M3OS: A Monte Carlo Graph Search-Orchestrated Multi-Agent LLM System for Evidence-Traced Molecular Optimization

    Sep 28, 2026Junjie Wang, Yaowei Jin, Ruohui Tang +7Molecular OptimizationMulti-Agent LLM Systems

    Lingang Laboratory, Shanghai, 200031, China. · School of Information Science and Technology, ShanghaiTech University, Shanghai, 201210, China. · Global Institute of Future Technology, Shanghai Jiao Tong University, Shanghai, 200240, China.

  27. Coding Agent Memory Post-training: Unlocking the Memory Potential of Pre-trained File Operations for Long-Horizon Tasks via Reinforcement Learning

    Sep 28, 2026Lirui Luo, Kelong Mao, Heming Xia +10LLM Agent MemoryPersistent Memory for Language Models

  28. 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

  29. 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

  30. 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

  31. 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

  32. 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

  33. 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

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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

  39. 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

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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

  45. 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

  46. 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

  47. 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

  48. 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

  49. 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

  50. 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

  51. 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

  52. 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

  53. 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

  54. 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

  55. 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

  56. 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

  57. 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

  58. MemoryLACE: Memory Lifecycle-Aware Consolidation and Evidence Retrieval

    Sep 2, 2026Meriem Yacoubi, Pia Schmidt, Nenad Petrovic +3Persistent Memory for Language ModelsLong-Term Conversational Memory

    Chair of Robotics, Artificial Intelligence and Real-Time Systems, Technical University of Munich · inovex GmbH · Cerebras Systems Inc.

  59. MemoryWalker: Stop Training Agents on Contexts They Never Saw

    Sep 1, 2026Zinco J, Xunjie Zhu, Shen Huang +3Tool-Augmented Language Model AgentsConsistency Distillation

    Token Foundry, Alibaba Group

  60. AgenticRag-R1: Agentic Reinforcement Learning with Stack Memory for Multi-Step Reasoning, Retrieval and Memorizing

    Aug 30, 2026Xinke Jiang, Yue Fang, Zhibang Yang +12Retrieval-Augmented GenerationAgentic RAG

    National Engineering Research Center of Software Engineering, Peking University, Beijing, China · School of Computer Science, Peking University, Beijing, China · Key Laboratory of High Confidence Software Technologies, Ministry of Education, Beijing, China +3