Memory Management for LLM Agents

LLM: Large Language Model

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50 papers8 papers in the last four weeks, up 60% on the four weeks before. 0.0% of all new papers.

Learning Personalized Memory Gating from Delayed One-Sided Feedback
Oct 16, 2026Kaixuan Ji, Zixiang Chen, Wenting Zhao +9Memory Management for LLM Agents Contextual Bandits
Salesforce AI Research · University of California, Los Angeles · University of Illinois at Urbana-Champaign +1
MARS: Memory-Aware Routing for Session-Level LLM Assistants
Oct 16, 2026Minghan Wang, Jinhang Zuo, Zhongxiang Dai +2Memory Management for LLM Agents LLM Routing
Southern University of Science and Technology · City University of Hong Kong · The Chinese University of Hong Kong, Shenzhen +1
Beyond Marginal Influence: Interaction-Aware Memory Selection for LLM Agents
Oct 16, 2026BHVSP Subrahmanyam, Neeraj ChoudharyMemory Management for LLM Agents Memory Agent Benchmarks
Department of Computer Science and Engineering, Mahindra University, India
TreeFlex: Agents Navigating Their Own Search Trees
Oct 14, 2026Dongzhuo Li, Fangzhou Cheng, Weiwei Li +8Memory Management for LLM Agents LLM Agents
Meta AI
MemCode: Discrete Semantic Representations for Long-Term Agent Memory
Oct 14, 2026Xin Li, Liang Hu, Duoqian Miao +2LLM Agent Memory Memory Management for LLM Agents
Tongji University · WorldMind
Mem++: Non-Destructive Memory for Long-Term Organizational LLM Agents
Oct 1, 2026Ahmad Yehia, Aly O. Abdelkareem, Islam Ahmed +4LLM Agent Memory Persistent Memory for Language Models
The University of Texas at Austin · AIDAChip Inc.
Understanding Issues, Causes and Solutions in Open-Source LLM-based Multi-Agent Systems
Oct 1, 2026Asad Ur Rehman, Syed Mohammad Kashif, Ruiyin Li +3Multi-Agent LLM Systems Multi-Agent Orchestration
School of Computer Science, Wuhan University, China · School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China · M3S Empirical Software Engineering Research Unit, University of Oulu, Finland
Mnemon: Raw Records, Fast Judgments, Slow Thoughts
Sep 28, 2026Guangren WangPersistent Memory for Language Models Memory Agent Benchmarks
Remember by Asking: Retrieval-Induced Memory Evolution for LLM Agents
Sep 28, 2026Wanqi Zhou, Jiawei Lu, Yang Wang +4LLM Agent Memory Persistent Memory for Language Models
Chang’an University
EMIR $^2$ : Evolution-Aware Memory with Intent-Guided Multi-Round Retrieval
Sep 26, 2026Jinlan Liu, Hongliang Sun, Yong Wang +4Memory Management for LLM Agents LLM Agent Memory
Department of Computer Science, Weihai & Qingdao Research Institute Harbin Institute of Technology Weihai, China
HasMem: Hard-Origin Adaptively Softened Memory for Long-Term LLM Agents
Sep 25, 2026Zihong He, Junxiao Shen, Chen Liang +1Memory Management for LLM Agents Long-Term Conversational Memory
The Hong Kong University of Science and Technology (Guangzhou) · University of Bristol · The Hong Kong University of Science and Technology
ADM-Planner: LLM-Guided Long-Horizon Planning for Mobile Manipulators with Attention-Enhanced Dynamic Memory
Sep 24, 2026Jiaping Xiao, Pingyuan Ji, Mir FeroskhanMemory-Augmented Language Model Agents Mobile Manipulation
School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore
Jev-Mem: System-One-Controlled Agentic Memory for Efficient AI Agents
Sep 21, 2026Dongming Jiang, Yi Li, Bingzhe LiLLM Agent Memory Graph-Based Agent Memory
Department of Computer Science, The University of Texas at Dallas
Compact-Memory LLM Agents via Online Max-Member Clustering and Atom-Aware Packing
Sep 4, 2026Jiahe Geng, Jinpeng Wang, Kun YuanLLM Agent Memory Memory Management for LLM Agents
KVMem: Virtualizing Million-Token Agent Workspaces on a Consumer GPU
Sep 4, 2026Di Chai, Leye Wang, Zeshen Su +2Memory Management for LLM Agents LLM Context Management
Shanghai University of Finance and Economics · Peking University · Northwestern Polytechnical University +1
EdgeMem: LLM-Free Agent Memory Construction and Retrieval via Evidence-Preserving Multi-Anchor Hypergraph
Sep 3, 2026Zeyang Cui, Jiannong Cao, Zhiyuan Wen +3Agent Memory Memory Management for LLM Agents
The Hong Kong Polytechnic University Hong Kong, Hong Kong SAR · JIUTIAN Research, China Mobile Beijing, China
SkillGLoW: Procedural-Family Skill Consolidation for Self-Improving Agents on Long-Horizon Task Streams
Sep 2, 2026Ao Yan, Xin Zhang, Jiawei Du +1Memory Management for LLM Agents LLM Agent Skill Learning
National University of Singapore, Singapore · Institute of Advanced Intelligence and Computing (IAIC), Singapore
Weighted Memory Tree: Remembering What Matters for Long-Horizon LLM Agents
Aug 21, 2026Quang Dao, Purvi Kathalkar, Kenneth EatonLLM Agent Memory Memory Management for LLM Agents
Rose-Hulman Institute of Technology · Georgia Institute of Technology · Georgia Tech Research Institute
LycheeMemory V2: Efficient Long-Term Memory for LLM Agents via Semantic Segment-Level Consolidation
Aug 13, 2026Dongfang Li, Zixuan Liu, Junmai Wang +6LLM Agent Memory Persistent Memory for Language Models
Harbin Institute of Technology, Shenzhen
LeanMem: Simple and Efficient Long-Term Memory for LLM Agents
Aug 4, 2026Yuxin Liao, Le Wu, Min Hou +3LLM Agent Memory Persistent Memory for Language Models
Hefei University of Technology
Zero-Mem: Zero-Token Memory Operations for LLM Agents
Jul 31, 2026Yilin Xiao, Zhehan Zhu, Yujing Zhang +8Persistent Memory for Language Models Long-Context QA
The Hong Kong Polytechnic University, Hong Kong SAR · School of Computing and Artificial Intelligence, Southwestern University of Finance and Economics · School of Artificial Intelligence, Jilin University
Memory Provenance Laundering in LLM Agents: A Non-Amplification Firewall for Persistent Memory
Jul 31, 2026Jinghan Xu, Yiyong Xiao, Wanru Shao +2Persistent Memory for Language Models Agent Memory Poisoning
TransMem: Transforming Hidden States into Memory for Large Language Models
Jul 31, 2026Haodong Lei, Junming Liu, Yirong Chen +4Memory-Augmented Language Models LLM Agent Memory
Southeast University, Nanjing, Jiangsu, China · Shanghai Artificial Intelligence Laboratory, Shanghai, China
LazyMem: Retrieve Broadly, Construct Selectively for Efficient Long-Term Agent Memory
Jul 17, 2026Jing Yu, Yibo Zhao, Jiaming Zhang +1Persistent Memory for Language Models Long-Term Conversational Memory
School of Data Science and Engineering, East China Normal University
Memory as a Controlled Process: Learned Adaptive Memory Management for LLM Agents
Jul 15, 2026Eric Hanchen Jiang, Zhi Zhang, Yuchen Wu +11Persistent Memory for Language Models Memory Management for LLM Agents
University of California Los Angeles · University of Washington · Northwestern University
Selective Memory Retention for Long-Horizon LLM Agents
Jun 28, 2026Pranath ReddyLLM Agent Memory Persistent Memory for Language Models
Independent Researcher, Huntsville, Alabama, USA.
SWE-MeM: Learning Adaptive Memory Management for Long-Horizon Coding Agents
Jun 26, 2026Shuzheng Gao, Wenhao Zeng, Zhaojian Yu +5Software Engineering Agents Memory Management for LLM Agents
The Chinese University of Hong Kong, China · Shanghai Jiao Tong University, China · Tsinghua University, China +1
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 Agents LLM Agent Memory
Department of Electrical Engineering and Computer Science, South Dakota State University, Brookings, SD 57007, USA · Virginia Commonwealth University, Richmond, VA, USA
AdaMem: Learning What to Remember with Adaptive Memory Policies for Personalized Agents
Jun 19, 2026Xingyu Chen, Rui Wang, Zhaopeng Tu +1LLM Agent Memory Persistent Memory for Language Models
Shanghai Jiao Tong University, Tencent · Shanghai Jiao Tong University · Tencent
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 Agents Non-Stationary RL
AWS Generative AI Innovation Center · Amazon Web Services (AWS) · BingX Group Limited.

Oct 16, 2026J/K move · Enter open · S save

Learning Personalized Memory Gating from Delayed One-Sided Feedback

Kaixuan Ji, Zixiang Chen, Wenting Zhao, Cheng Qian+8

Salesforce AI Research · University of California, Los Angeles · University of Illinois at Urbana-Champaign+1

Memory Management for LLM Agents Contextual Bandits Offline-to-Online Contextual Bandits

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Long-term memory enables language-model agents to personalize future interactions, but a finite memory bank cannot preserve every extracted fact. Existing memory gating policies are typically shared across users and therefore fail to account for user-specific patterns of future reuse. In this paper, we study memory gating at the fact level. We first propose a retrieval-based labeling strategy that labels each fact by whether it is later retrieved and incorporated into responses. We then formulate online memory gating as contextual apple tasting with delayed one-sided feedback, and propose Warm-Start UCB, which combines offline learning from existing data with online adaptation to the current user. Our theoretical analysis establishes a high-probability regret upper bound of

\tilde{O}(Tε\wedge d\sqrt{T})

when the delay window is at most

O(\sqrt{T})

, where

T

is the total number of rounds,

ε

is the initialization error,

d

is the dimension of the feature map, and

\tilde{O}(\cdot)

hides constant and poly-logarithmic factors. The results of our experiment demonstrate that our method outperforms all baselines under different memory budgets and history lengths, establishing it as a promising personalized memory gating policy.