Long Short-Term Memory

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Agent Memory

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Long-Term Memory

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Factual Recall

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Large Language Model Memory

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Retrieval Recall

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Memory-Augmented Large Language Models

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Explicit Memory

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Long-Term Conversational Memory

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Hierarchical Graph Memory

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Episodic Memory

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Multimodal Memory

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Memory Retrieval

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Exploring Cross-Scenario Generality of Agentic Memory Systems: Diagnostics and a Strong Baseline
Jun 3, 2026Zhikai Chen, Jialiang Gu, Junyu Yin +6Agent Memory Ranking
Exploring the Topology and Memory of Consensus: How LLM Agents Agree, Fragment, or Settle When Forming Conventions
Jun 2, 2026Aliakbar Mehdizadeh, Martin HilbertMulti-Agent Coordination Agent Memory
Training-Free Lexical-Dense Fusion for Conversational-Memory Retrieval
Jun 2, 2026Christian LysenstøenLong-Term Conversational Memory Retrieval Task
Physics-Informed Machine Learning for Short-Term Flood Prediction
Jun 2, 2026Tewodros Syum Gebre, Jagrati Talreja, Leila Hashemi-BeniAccurate Flood Prediction Fundamental Hydrological Principles
SaliMory: Orchestrating Cognitive Memory for Conversational Agents
Jun 2, 2026Kai Zhang, Xinyuan Zhang, Hongda Jiang +11Agent Memory Cognitive Memory
RealClawBench: Live OpenClaw Benchmarks from Real Developer-Agent Sessions
Jun 2, 2026Zongwei Lv, Zhewen Tan, Yaoming Li +7Openclaw Computer-Use Agents
Worth Remembering: Surprise-Gated Robot Episodic Memory
Jun 2, 2026Nicolas Gorlo, Derek K. Wise, Alberto Speranzon +1Episodic Memory Surprisal
Expert-Aware Causal Tracing of Factual Recall in Sparse MoE Language Models
Jun 2, 2026Yuetian Lu, Ali Modarressi, Yihong Liu +1Mixture-Of-Expert Language Models Mixture-of-Experts Models
HybridThinker: Efficient Chain-of-Thought Reasoning via Compressed Memory and Transient Thought Steps
Jun 2, 2026Xin Liu, Runsong Zhao, Xinyu Liu +8Efficient Chain-Of-Thought Reasoning Chain-of-Thought Reasoning
Few-Shot Prediction for Pulsar Noise with Long Short-Term Memory Network
Jun 2, 2026Qingye Tang, Dechao An, Haoran Peng +1Bidirectional Long Short-Term Memory Binary Black Hole Mergers
EvoMemNav: Efficient Self-Evolving Fine-Grained Memory for Zero-Shot Embodied Navigation
Jun 2, 2026Zuhao Ge, Xiaosong Jia, Chao Wu +3Embodied Navigation Vision-Language Navigation
eMEM: A Hybrid Spatio-Temporal Memory System For Embodied Agents
Jun 2, 2026A. Haroon Rasheed, Maria KabtoulAgent Memory Embodied Agents
InfoMem: Training Long-Context Memory Agents with Answer-Conditioned Information Gain
Jun 2, 2026Tiancheng Han, Yong Li, Wuzhou Yu +2Agent Memory Context Length
MemTrain: Self-Supervised Context Memory Training
Jun 2, 2026Ziheng Li, Xingrun Xing, Haoqing Wang +2Agent Memory Large Language Model Agents
Disentangling Visual and Factual Correctness in LVLMs' Visualization Literacy
Jun 2, 2026Soohyun Lee, Jaeyoung Kim, Seokhyeon Park +5Large Vision Language Models Visual Reasoning
PhotoCraft: Agentic Reasoning with Hierarchical Self-Evolving Memory for Deep Image Search
Jun 2, 2026Kailin Lyu, Zhiqiang Yuan, Jianwei He +9Multimodal Search Agents Multi-Modal Large Language Models
DELTAMEM: Incremental Experience Memory for LLM Agents via Residual Trees
Jun 2, 2026Haoran Tan, Zeyu Zhang, Zhicheng Cao +2Agent Memory Memory Retrieval
SkillDAG: Self-Evolving Typed Skill Graphs for LLM Skill Selection at Scale
Jun 2, 2026Tong Bai, Zhenglin Wan, Pengfei Zhou +3Skill Evolution Large Language Model Agents
A Practice Auditing Framework for Large Language Model Use: Collective Empiricism, Pseudo-Rational Cognition, and Governance of AI-Generated Content
Jun 2, 2026Yang Zhao, Yingshuo Li, Zeyu ZhangArtificial Intelligence Governance Ai-Generated
Memory Retrieval for Changing Preferences
Jun 2, 2026Yuehan Qin, Li Li, Linxin Song +4Memory Retrieval Interaction History
A Systematic Evaluation of Current Architectures in Wind Power Forecasting
Jun 1, 2026Vinicius Bortolini, Gilson Adamczuk Oliveira, Erick Oliveira Rodrigues +1Energy Forecasting Offshore Wind Turbine
Evaluating Transformer and LSTM Frameworks for Prediction in Ungauged Basins
Jun 1, 2026Taye Akinrele, James Halgren, Noorbakhsh Amiri Golilarz +2Transformer Encoder Bidirectional Long Short-Term Memory
Retrieve What's Missing: Coverage-Maximizing Retrieval for Consistent Long Video Generation
Jun 1, 2026Minseok Joo, Dogyun Park, Taehoon Lee +2Autoregressive Video Generation Long Video Generation
AgentCL: Toward Rigorous Evaluation of Continual Learning in Language Agents
Jun 1, 2026Yiheng Shu, Bernal Jiménez Gutiérrez, Saisri Padmaja Jonnalagedda +3Multilingual Agents Continual Learning Methods
eMoT: evolving Memory-of-Thought via Symbolic Anchoring and Memory Corrosion
Jun 1, 2026Xiang Li, Jiwei Wei, Ke Liu +5Large Language Model Reasoning Reasoning Benchmark
Machine Learning for Coding Retail Product Names to Consumer-Price Categories: A Rule-plus-Bag-of-Words Pipeline with Reliability-Weighted Human-in-the-Loop Labeling
Jun 1, 2026Vladimir BeskorovainyiProducts Human Annotators
Resonant Context Anchoring: Decoupling Attention Routing and Signal Gain at Inference Time
Jun 1, 2026Mingkuan Zhao, Yide Gao, Wentao Hu +6LLM Inference Efficiency Memory-Augmented Large Language Models
Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents
Jun 1, 2026Ailiya Borjigin, Igor Stadnyk, Ben Bilski +4Personalized Large Language Model Agents Agent Memory
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 +9Agent Memory Agentic Reinforcement-Learning Framework
Agent Skills Should Go Beyond Text: The Case for Visual Skills
May 31, 2026Binxiao Xu, Ruichuan An, Bocheng Zou +1Multimodal Agents Reusable Agent Skills
Don't Read Everything: A Curvature-Conditioned Query for Linear Attention
May 31, 2026Dong Le, Thong Nguyen, Cong-Duy Nguyen +1Quadratic Attention Efficient Long-Context Inference
Can LLM Agents Sustain Long-Horizon Organizational Dynamics?
May 31, 2026Xuancheng Zhu, Yang Yue, Shuaibing Wan +4Long-Horizon Agents Multi-Agent Simulations
memorywire: A Vendor-Neutral Wire Format for Agent Memory Operations
May 31, 2026Thamilvendhan MunirathinamMemdefrag Model Context Protocol
R^3: Composed Video Retrieval via Reasoning-Guided Recalling and Re-ranking
May 31, 2026Zixu Li, Yupeng Hu, Zhiheng Fu +3Composed Image Retrieval Videos
Leyline: KV Cache Directives for Agentic Inference
May 31, 2026Bole Ma, Jan Eitzinger, Harald KoestlerCache Key-Value Cache
Efficient Temporal Modeling for Mobile Sleep Staging via Lightweight Random Attention
May 31, 2026Guisong Liu, Pengfei Wei, Jainsong Zhang +1Sleep Spatial Attention
Reasmory: 3D Reconstruction as Explicit Memory for VLMs Spatial Reasoning
May 31, 2026Jixuan He, Xueting Li, Chieh Hubert Lin +1Spatial Reasoning Spatial Memory
Towards Lightweight Reliability: Using Soft Prompts for Hallucination Mitigation in Large Language Models
May 30, 2026S M Tahmid Siddiqui, Akib Jawad Ononto, Anoop Singhal +1Large Language Model Hallucination Large Language Model Reliability
Momento: Evaluating Persistent Memory and Reasoning with Multi-Session Agentic Conversations
May 30, 2026Adril Putra Merin, David Anugraha, Ayu Purwarianti +1Long-Horizon Agents Agentic Benchmarks
SuperMemory-VQA: An Egocentric Visual Question-Answering Benchmark for Long-Horizon Memory
May 30, 2026Samiul Alam, Shakhrul Iman Siam, Michael J. Proulx +4Visual Memory Textvqa
MBench: A Comprehensive Benchmark on Memory Capability for Video World Models
May 30, 2026Shengjun Zhang, Zhang Zhang, Simin Huang +11Video World Models Longvideobench
Cortex and subcortex play distinct roles over learning when cortical memory is limited
May 30, 2026Matthew Farrell, Taro ToyoizumiHuman Visual Cortex Cognitive Memory
MemPro: Agentic Memory Systems as Evolvable Programs
May 30, 2026Qingshan Liu, Guoqing Wang, Wen Wu +5Agent Memory Self-Evolving Agents
Learning to Retrieve: Dual-Level Long-Term Memory for Text-to-SQL Agents
May 30, 2026Yibo Wang, Nikki Lijing Kuang, Philip S. Yu +2Text-To-Sql Episodic Experiences
Masking Stale Observations Helps Search Agents -- Until It Doesn't: A Regime Map and Its Mechanism
May 29, 2026Haoxiang Zhang, Qixin Xu, Zhuofeng Li +4Search Agents Single-Agent Baselines
AgentOdyssey: Open-Ended Long-Horizon Text Game Generation for Test-Time Continual Learning Agents
May 29, 2026Zheyuan Zhang, Zehao Wen, Alvin Zhang +4Long-Horizon Agents Long-Horizon
LLMs Need Encoders for Semantic IDs Too
May 29, 2026Xiangyi Chen, Zelun Wang, Xinyi Li +3Multi-Modal Large Language Models Encoders
EGOSTREAM: A Diagnostic Benchmark for Streaming Episodic Memory in Egocentric Vision
May 29, 2026Rosario Forte, Giuseppe Lando, Antonino FurnariEpisodic Experiences Egocentric Vision
AutoSci: A Memory-Centric Agentic System for the Full Scientific Research Lifecycle
May 29, 2026Weitong Qian, Beicheng Xu, Zhongao Xie +16Scientific Agents Scientific Workflows
DecMem: Towards Minute-Long Consistent World Generation with Decoupled Memory
May 29, 2026Zhenhao Yang, Xiaoshi Wu, Zhengyao Lv +5Minute-Long Consistent World Generation Long-Term Memory
Beyond Static Dialogues: Benchmarking Realistic, Heterogeneous, and Evolving Long-Term Memory
May 29, 2026Han Zhang, Zihao Tang, Xin Yu +8Conversational Benchmarks Long-Term Conversational Memory
Task-Focused Memorization for Multimodal Agents
May 29, 2026Tao Zou, Yichen He, Tian Qiu +2Multimodal Memory Multimodal Agents
EMORSION: Examining the Impact of Audio Parameters on Emotional Responses and Immersion in Film
May 29, 2026Nelly Garcia, Ruby Crocker, Bleiz M Del Sette +4Audience Engagement Virtual Reality
ForecastCompass: Guiding Agentic Forecasting with Adaptive Factor Memory
May 29, 2026Yurui Chang, Yongkang Du, Yuanpu Cao +2Llm-Based Forecasting Methods Agent Memory
Beyond Agreement: Scoring Panel-Surfaced Biomedical Entity Candidates for Curator Triage
May 29, 2026Shuheng Cao, Ruiqi Chen, Renjie Cao +3Medical Ontology Agreement
Learning Agent-Compatible Context Management for Long-Horizon Tasks
May 29, 2026Lu Yi, Runlin Lei, Liuyi Yao +6Large Language Model Agents Agentic Reinforcement-Learning Framework
Eywa: Provenance-Grounded Long-Term Memory for AI Agents
May 29, 2026Resham JoshiLong-Term Memory Loss Function
Chain-of-Thought and Compressed Looped Transformers: A Memory-Budget Separation
May 29, 2026Haozhou ZhangEfficient Chain-Of-Thought Reasoning Chain-of-Thought Reasoning
ExpGraph: Model-Agnostic Experience Learning with Graph-Structured Memory for LLM Agents
May 29, 2026Tao Feng, Chongrui Ye, Tianyang Luo +8Large Language Model Agents Hierarchical Graph Memory

Jun 3, 2026 · cs.AIJ/K move · Enter open · S save

Exploring Cross-Scenario Generality of Agentic Memory Systems: Diagnostics and a Strong Baseline

Zhikai Chen, Jialiang Gu, Junyu Yin, Xianxuan Long+5

Michigan State University · George Mason University · Purdue University

LLM agents accumulate histories that outgrow their context windows, motivating a growing literature on memory systems. Yet most existing designs are tuned to a single scenario (multi-session chat or a single trajectory format), and there is little evidence that they generalize across the heterogeneous trajectories agents encounter in deployment. We revisit eight memory systems plus an agentic harness for search problems, on five scenarios: single-turn QA, multi-session chat, agentic-trajectory QA, memory stress tests, and long-horizon agentic tasks. The harness, which self-manages flat text-file storage via tool calls, achieves the best cross-task ranking, suggesting that memory performance hinges on giving the agent active control over storage and retrieval rather than on a passive store behind a fixed pipeline. We instantiate this insight in AutoMEM, an agentic memory harness with a self-managed tool interface that achieves the best cross-scenario generality among the systems we evaluate.

Agent Memory Ranking

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