Agentic Memory

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9 papers in the last four weeks, up 80% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28

Latest papers 72

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MemFit: Efficient Long-Term Agentic Memory
Oct 1, 2026Mitchell Piehl, Muchao YeAgentic Memory Long-Term Memory
Department of Computer Science The University of Iowa
Simple Agentic Memory for Generalist Robot Policies
Sep 29, 2026Yuyou Zhang, Yunbei Zhang, Miao Li +4Agentic Memory Robot Policies
Carnegie Mellon University · Tulane University · New York University +2
Mnemon: Raw Records, Fast Judgments, Slow Thoughts
Sep 28, 2026Guangren WangAgentic Memory Peak Memory
Memory in the Sky: Low-Altitude Question Answering with Multi-Agent Memory Aggregation
Sep 28, 2026Chengyang Li, Yujie Wan, Shuai Wang +6Agentic Memory Power Allocation
The University of Hong Kong, Hong Kong SAR, China · Southern University of Science and Technology, Shenzhen, China · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China +2
GenMem: Generative Symbolic Memory for Self-Evolving Harness
Sep 28, 2026Xinke Jiang, Tao Feng, Weixuan Xu +7Agentic Memory Nativemem
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 +2
Just-In-Time Agent Memory with Runtime Agentic Research
Sep 28, 2026Bingyu Yan, Chaofan Li, Hongjin Qian +3Long-Term Agent Memory Agentic Memory
Beijing Academy of Artificial Intelligence · Peking University · Hong Kong Polytechnic University
Jev-Mem: System-One-Controlled Agentic Memory for Efficient AI Agents
Sep 21, 2026Dongming Jiang, Yi Li, Bingzhe LiAgentic Memory Artificial Intelligence Agents
Department of Computer Science, The University of Texas at Dallas
AIM: A Privacy-Aware Interoperable Memory Framework for Multi-Agent Multi-User LLM Systems
Sep 14, 2026Zachary Johnson, Nigel Boachie Kumankumah, Somya Chatterjee +8Agentic Memory Multi-Agent Large Language Model Systems
Microsoft
Personalizing LLM Agent Memory Using Biometrics
Sep 8, 2026Yanhong Qian, Qingguo Meng, Shihao Ding +4Agentic Memory Biometrics
Anhui Provincial Key Laboratory of Secure Artificial Intelligence, School of Artificial Intelligence, Anhui University, Hefei 230093, China · National Institute of Informatics, Tokyo 101-8430, Japan
Zeta-Lite: A Concurrent, Branchable In-Browser SQL Database for Agentic Memory
Sep 1, 2026Gene ZhangLarge Databases Agentic Memory
Dual-Layer Agentic Memory with Fast Write Routing and Slow Consolidation
Aug 23, 2026Wenzhi Li, Dong Nie, Rui Lan +7Agentic Memory Internalization
Zhejiang University · Indepedent Researcher · Xiaohongshu +2
EgoCITE: Context-Augmented Indexing and Time-Aware Retrieval for Long-Horizon Egocentric Memory
Aug 12, 2026Le Zhang, Ke SunAgentic Memory Long-Horizon Task Planning
University of Michigan, Ann Arbor
$\varepsilon$ -MemEvo: Adaptive Cross-Task Memory Transfer for LLM Program Evolution
Aug 12, 2026Aofan Liu, Shiyuan Song, Yiyan QiEvolutionary Search Cross-Task Knowledge Transfer
Total Recall at What Cost? Benchmarking the Serving Cost of Agentic Memory Systems
Aug 12, 2026Natchanon Pollertlam, Witchayut KornsuwannawitAgentic Memory Factual Recall
Bricks Technology · Thailand
SuperLocalMemory 4.0: The Governed Memory Operating System for AI Agents
Aug 8, 2026Varun Pratap Bhardwaj, Garima Singh, Arun Pratap BhardwajAgentic Memory Peak Memory
Qualixar / Independent Researcher, India · Independent Researcher, India
PGMem: Tightly Coupled Persona-Memory Graph for Lifelong Personalized Agents
Aug 3, 2026Wonjun Choi, Yerim Kim, Yukyung Lee +1Agentic Memory Peak Memory
Korea University, Seoul, Korea · Boston University, Boston, USA
HAM-VLN: Harnessing Hierarchical Agentic Memory for Zero-Shot Vision-and-Language Navigation
Jul 31, 2026An Liu, Bingxi Liu, Hongyu Ding +6Vision-Language Navigation Agentic Memory
Institute of Automation, Chinese Academy of Sciences, Beijing, China · Southern University of Science and Technology, Shenzhen, China · Pengcheng Laboratory, Shenzhen, China +3
Keep It InMind: Benchmarking the Implicit-Association Blind Spot in Agent Memory
Jul 27, 2026Ruizhe Li, Mingxuan Du, Benfeng Xu +1Agentic Memory Precision Recall
University of Science and Technology of China · Metastone Technology
Bad Memory: Evaluating Prompt Injection Risks from Memory in Agentic Systems
Jul 16, 2026Soham Gadgil, David Alexander, Sai Sunku +1Indirect Prompt Injection Agentic Memory
University of Washington Seattle, WA, USA
RetroAgent: Harnessing LLMs to Search Over Structured Memory for Agentic Retrosynthesis Planning
Jul 16, 2026Yanqiao Zhu, Jingru Gan, Xiaoqi Sun +8Large Language Model Planning Agentic Memory
UCLA · MIT · Amazon +1
When Agents Remember Too Much: Memory Poisoning Attacks on Large Language Model Agents
Jul 6, 2026George Torres, Sharad Shrestha, Satyajayant MisraAgentic Memory Large Language Model Agents
‡∗§Department of Computer Science, §Klipsch School of Electrical and Computer Engineering New Mexico State University, Las Cruces, New Mexico, USA · §Klipsch School of Electrical and Computer Engineering New Mexico State University, Las Cruces, New Mexico, USA
Memory-Orchestrated Semantic System (MOSS): An Auditable Agentic Memory Architecture
Jul 5, 2026Serge Lacasse, Jérémie Hatier, Alex BakerAgentic Memory Artificial Intelligence Agents
Faculté de musique, Université Laval, Québec, Canada · Faculté des sciences et de génie, Université Laval, Québec, Canada
Organizational Memory for Agentic Business Process Execution
Jul 3, 2026Lukas Kirchdorfer, Adrian Rebmann, Christian Warmuth +3Agentic Memory
SAP Signavio, Berlin, Germany
RAVEN: Long-Horizon Reasoning & Navigation with a Visuo-Spatio-Temporal Memory
Jun 23, 2026Yixun Hu, Zhicheng Zheng, Lihan Zha +5Vision-Language Navigation Agentic Memory
Princeton University · University of Pennsylvania
TRUSTMEM: Learning Trustworthy Memory Consolidation for LLM Agents with Long-Term Memory
Jun 23, 2026Tianyu Yang, Sudipta Paul, Vijay Srinivasan +2Agentic Memory Long-Term Memory
AI Center-Mountain View, Samsung Electronics · University of Notre Dame
Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory
Jun 23, 2026Beining Wu, Zihao Ding, Jun Huang +1Agentic Memory Agentic Benchmarks
Department of Electrical Engineering and Computer Science, South Dakota State University, Brookings, SD 57007, USA · Virginia Commonwealth University, Richmond, VA, USA
Governed Shared Memory for Multi-Agent LLM Systems
Jun 23, 2026Yanki Margalit, Nurit Cohen-Inger, Erni Avram +2Agentic Memory Multi-Agent Large Language Model Systems
Computer Science and Information, Ben-Gurion University of the Negev
RaMem: Contextual Reinstatement for Long-term Agentic Memory
Jun 22, 2026Wei Yang, Bryce Kan, Shixuan Li +5Agentic Memory Long-Term
University of Southern California
EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory
Jun 19, 2026Chang Nie, Chaoyou Fu, Junlan Feng +1Efficient Long-Context Inference Text Embeddings
Nanjing University
Multi-Agent Transactive Memory
Jun 18, 2026To Eun Kim, Xuhong He, Dishank Jain +3Agentic Memory Retrievers
1Carnegie Mellon University · University of California, Berkeley
RTSGameBench: An RTS Benchmark for Strategic Reasoning by Vision-Language Models
Jun 17, 2026San Kim, Daechul Ahn, Reokyoung Kim +3Strategic Reasoning Agentic Benchmarks
Seoul National University
Learning What to Remember: A Cognitively Grounded Multi-Factor Value Model for Agentic Memory
Jun 11, 2026Zhibao Chen, Qian ChengAgentic Memory Forgetting
Huatai Securities, Nanjing, China
AgenticNav: Zero-Shot Vision-and-Language Navigation as a Tool-Calling Harness
Jun 9, 2026Yijian Li, Changze Li, Hantian Shi +4Vision-Language Navigation Waypoints
Shanghai Jiao Tong University · Huawei Technologies Ltd.
Position: Hippocampal Explicit Memory Is the Cornerstone for AGI
Jun 5, 2026Sangjun ParkAgentic Memory Semantic Memory
Department of Computer Science, University of Texas at Austin, TX, USA · Cognizant AI Labs, San Francisco, CA, USA
AdaMEM: Test-Time Adaptive Memory for Language Agents
Jun 4, 2026Yunxiang Zhang, Yiheng Li, Ali Payani +1Agentic Memory Test-Time Adaptation
University of Michigan · 2Cisco Research.
RAMPART: Registry-based Agentic Memory with Priority-Aware Runtime Transformation
Jun 3, 2026Nikodem TomczakAgentic Memory Vram
Thulge Labs, Singapore
Temporal Order Matters for Agentic Memory: Segment Trees for Long-Horizon Agents
Jun 3, 2026Yifan Simon Liu, Liam Gallagher, Faeze Moradi Kalarde +3Agentic Memory Temporal Reasoning
University of Toronto · 2Vector Institute for Artificial Intelligence
HMARS: A Hierarchical Multi-Agent Memory System for Long-Context Reasoning
Jun 3, 2026Zeju Li, Ziyang Zheng, Yizhou Zhou +1Long-Context Reasoning Contextual Reasoning
The Chinese University of Hong Kong · Independent Researcher
Exploring Cross-Scenario Generality of Agentic Memory Systems: Diagnostics and a Strong Baseline
Jun 3, 2026Zhikai Chen, Jialiang Gu, Junyu Yin +6Agentic Memory Production Agentic Systems
Michigan State University · George Mason University · Purdue University
SaliMory: Orchestrating Cognitive Memory for Conversational Agents
Jun 2, 2026Kai Zhang, Xinyuan Zhang, Hongda Jiang +11Agentic Memory Semantic Memory
Meta Reality Labs
Post-Deterministic Distributed Systems: A New Foundation for Trustworthy Autonomous Infrastructure
Jun 1, 2026Jun He, Deying YuDistributed Optimization Infrastructure
Joint Agent Memory and Exploration Learning via Novelty Signals
Jun 1, 2026Shizuo Tian, Xiaohong Weng, Rui Kong +9Stochastic Exploration Agentic Memory
Tsinghua University · Sun Yat-sen University · Baidu Inc. +2
SuperMemory-VQA: An Egocentric Visual Question-Answering Benchmark for Long-Horizon Memory
May 30, 2026Samiul Alam, Shakhrul Iman Siam, Michael J. Proulx +4Visual Memory Agentic Memory
The Ohio State University · Meta
MemPro: Agentic Memory Systems as Evolvable Programs
May 30, 2026Qingshan Liu, Guoqing Wang, Wen Wu +5Agentic Memory Self-Evolving Agents
East China Normal University · Xiaohongshu Inc.
AutoSci: A Memory-Centric Agentic System for the Full Scientific Research Lifecycle
May 29, 2026Weitong Qian, Beicheng Xu, Zhongao Xie +16Scientific Workflows Scientific Agents
Peking University, Beijing, China
SAGE: A Novelty Gate for Efficient Memory Evolution in Agentic LLMs
May 29, 2026Sijia Wang, Dhanajit Brahma, Ricardo HenaoAgentic Memory
Duke University
MemGym: a Long-Horizon Memory Environment for LLM Agents
May 20, 2026Wujiang Xu, Yu Wang, Kai Mei +8Agentic Memory Large Language Model Agents
1Rutgers University · 2Capital One · 3Princeton University +1
MementoGUI: Learning Agentic Multimodal Memory Control for Long-Horizon GUI Agents
May 18, 2026Ziyun Zeng, Hang Hua, Bocheng Zou +3Agentic Memory Graphical User Interface
University of Rochester · MIT-IBM Watson AI Lab · University of Wisconsin-Madison
SocialMemBench: Are AI Memory Systems Ready for Social Group Settings?
May 18, 2026Olukunle OwolabiAgentic Memory
Independent Researcher
Visual Agentic Memory: Enabling Online Long Video Understanding via Online Indexing, Hierarchical Memory, and Agentic Retrieval
May 15, 2026Aiden Yiliu Li, Nels Numan, Anthony SteedVideo Understanding Agentic Memory
University College London
Useful Memories Become Faulty When Continuously Updated by LLMs
May 13, 2026Dylan Zhang, Yanshan Lin, Zhengkun Wu +4Agentic Memory Episodic Memory
University of Illinois Urbana-Champaign · IIIS, Tsinghua University
Executable Agentic Memory for GUI Agent
May 12, 2026Zerui Qin, Sheng Yue, Xingyuan Hua +2Graphical User Interface Agents Agentic Memory
1Tsinghua University, China · 2Sun Yat-sen University, China
Goal-Oriented Reasoning for RAG-based Memory in Conversational Agentic LLM Systems
May 12, 2026Jiazhou Liang, Armin Toroghi, Yifan Simon Liu +3Agentic Memory Agentic Reasoning
University of Toronto · Vector Institute for Artificial Intelligence
HAGE: Harnessing Agentic Memory via RL-Driven Weighted Graph Evolution
May 11, 2026Dongming Jiang, Yi Li, Guanpeng Li +2Agentic Memory Agentic Reasoning
Department of Computer Science, The University of Texas at Dallas · Department of Electrical and Computer Engineering, University of Florida · University of California, Davis
The Trap of Trajectory: Towards Understanding and Mitigating Spurious Correlations in Agentic Memory
May 10, 2026Luoxi Tang, Rupali Rajendra Vaje, Yuqiao Meng +5Agentic Memory Spurious Correlations
Binghamton University, State University of New York, Binghamton, NY, USA · Oakland University, Rochester, MI, USA · University of Pennsylvania, Philadelphia, PA, USA
MEMOREPAIR: Barrier-First Cascade Repair in Agentic Memory
May 8, 2026Yang Zhao, Chengxiao Dai, Mengying Kou +1Agentic Memory Nativemem
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?
May 7, 2026Hanxiang Chao, Yihan Bai, Rui Sheng +2Agentic Memory Gradient Staleness
Wuhan University1, Wuhan, China1 · The Hong Kong University of Science and Technology3, Hong Kong, China23 · The Chinese University of Hong Kong2, Hong Kong, China23
Tree-based Credit Assignment for Multi-Agent Memory System
May 6, 2026Marina Mao, Alexandr Liu, Pengbo Li +3Agentic Memory Credit Assignment
University of Science and Technology of China · 2LLM Department, Tencent · 3The Hong Kong University of Science and Technology +1
Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory
May 4, 2026Yuhui Wang, Tanqiu Jiang, Jiacheng Liang +2Multi-Llm Agents Large Language Model Agents
Stony Brook University USA · Cisco Systems USA
Trojan Hippo Bench: A Dynamic Benchmark for Persistent Memory Attacks and Defenses in LLM Agents
May 3, 2026Debeshee Das, Julien Piet, Darya Kaviani +3Agentic Memory Realistic Threat Model
ETH Zürich · UC Berkeley · Snyk

Oct 1, 2026, cs.AIJ/K move · Enter open · S save

MemFit: Efficient Long-Term Agentic Memory

Mitchell Piehl, Muchao Ye

Department of Computer Science The University of Iowa

Agentic Memory Long-Term Memory

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Long-term memory systems for large language models (LLMs) have gained popularity for extending reasoning capabilities across applications. Current memory systems rely on LLM agents to organize and consolidate memory, resulting in costly, inefficient write operations. To address this limitation, we propose MemFit, a long-term memory system for conversational agents that reduces the cost and latency of memory operations. Unlike existing systems that rely on expensive LLM calls for memory construction or discard surface-level details through compression, MemFit stores each turn verbatim in an append-only store with near-instantaneous, LLM-free insertion, indexing turns with segment summaries rather than replacing them. Additionally, MemFit uses an LLM-free, multi-path retrieval strategy that combines lexical and semantic signals with cross-encoder reranking over caption- augmented episodes in both textual and multimodal settings. Empirical results on three widely used benchmarks, LoCoMo, MemGallery, and LongMemEval-S, show that MemFit achieves state-of-the-art performance while reducing memory construction time and cost several-fold, providing a scalable and efficient solution for persistent agentic memory.

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