Long Short-Term Memory

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Period ending 2026-09-21

37 new papers

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Period ending 2026-09-14

35 new papers

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Period ending 2026-09-07

37 new papers

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  1. DRIFTLENS: Measuring Memory-Induced Reasoning Drift in Personalized Language Models

    Jul 2, 2026Xi Fang, Weijie Xu, Yingqiang Ge +3Large Language Model ReasoningLarge Language Model Memory

  2. A Hippocampus for Linear Attention: An Exact Memory for What the Recurrent State Forgets

    Jul 2, 2026Wanyun CuiQuadratic AttentionDense Associative Memory

  3. AgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM Agents

    Jul 2, 2026Xiangchen Cheng, Yunwei Jiang, Jianwen Sun +7Agent MemoryAgentic Tool Use

  4. Episodic-to-Semantic Consolidation Without Identity Drift

    Jul 2, 2026Xue Qin, Simin Luan, Cong Yang +1ConsolidationAgent Memory

  5. A-TMA: Decoupling State-Aware Memory Failures in Long-Term Agent Memory

    Jul 2, 2026Zitong Shi, Yixuan Tang, Anthony Kum Hoe TungAgent MemoryArtificial Intelligence Assistants

  6. ElephantAgent: Contextual State Continuity in Agentic Systems

    Jul 2, 2026Jiankai Jin, Xiangzheng Zhang, Zhao Liu +4Agentic SystemsAgent Memory

  7. MemSyco-Bench: Benchmarking Sycophancy in Agent Memory

    Jul 1, 2026Zhishang Xiang, Zerui Chen, Yunbo Tang +5Agent MemoryAgentic Benchmarks

  8. Dynamic Bidirectional Pattern Memory: A Production-Scale Empirical Characterisation of Inference-Time Gating in Clinical NLP

    Jul 1, 2026Ali H. Lazem, William TeahanNatural Language InferenceLarge Language Model Pipelines

  9. What Survives Into Context: A Diagnostic for Budget-Constrained Multi-Hop RAG and When Submodular Evidence Packing Improves It

    Jul 1, 2026Ananto Nayan BalaRetrieval-Augmented Generation SystemsFactual Recall

  10. Self-GC: Self-Governing Context for Long-Horizon LLM Agents

    Jul 1, 2026Xubin Hao, Hongjin Meng, Xin Yin +2Long-Horizon AgentsAgent Memory

  11. Auditing Forgetting in Limited Memory Language Models

    Jul 1, 2026Arya Raeesi, Hanna RoedLarge Language Model UnlearningLarge Language Model Memory

  12. Agri-SAGE: Simulation-Grounded Multi-Agent LLM for Context-Aware Agricultural Advisory Generation

    Jul 1, 2026Vedant Balasubramaniam, Geetha Charan, Manojkumar Patil +4Agricultural LandscapesEpisodic Memory

  13. Beyond Perplexity: A Behavioral Evaluation Framework for Deployment-Memory Claims in LLM Test-Time Training

    Jul 1, 2026Xiangchen Song, Zhenhao Chen, Lingjing Kong +4Large Language Model MemoryLarge Models

  14. TRACE: State-Aware Query Processing over Temporal Evidence Graphs for Conversational Data

    Jul 1, 2026Maolin Wang, Yu Wang, Zichun Liu +5Temporal Knowledge GraphsLong-Term Conversational Memory

  15. From Signals to Structure: How Memory Architecture Drives Language Emergence in LLM Agents

    Jun 30, 2026Yashar Talebirad, Eden Redman, Ali Parsaee +1Large Language Model AgentsAgent Memory

  16. Amplifying Membership Signal Through Chained Regeneration

    Jun 30, 2026Wojciech Łapacz, Stanisław PawlakGenerative ModelsRegen

  17. From Tensor Buffer to Distributed Memory Hierarchy: A Survey of KV Cache Management for LLM Serving

    Jun 30, 2026Jie Li, Tongyang Wang, Yong ChenCacheLarge Language Model Serving

  18. ECHO: Prune To Act, Trace To Learn With Selective Turn Memory In Agentic RL

    Jun 30, 2026Zijun Xie, Binbin Zheng, Enlei Gong +7Agent MemoryMulti-Turn Tool-Use Agent

  19. What Memory Do GUI Agents Really Need? From Passive Records to Active Task-Driving States

    Jun 30, 2026Chen Liu, Ling Chen, Hanzhang Zhou +7Agent MemoryGraphical User Interface Agents

  20. ACE: Pluggable Adaptive Context Elasticizer across Agents

    Jun 30, 2026Ning Liao, Zihao Long, Xiaoxing Wang +6Agent MemoryAgentic Tool Use

  21. DataEvolver: Self-Evolving Multi-Agent Data Construction for Text-Rich Image Generation

    Jun 30, 2026Siyu Yan, Yizhen Gao, Yilin Wang +2Text-To-ImageTraining Data

  22. Surprise as a Signal for Plasticity and Metacognition

    Jun 30, 2026Louis MouchonEpisodic ExperiencesPlasticity

  23. Probe Choice Changes Canary-Memorization Verdicts: Three Post-Hoc Disagreement Case Studies in a Text-Dominant LoRA-Tuned Autoregressive Testbed

    Jun 30, 2026Zhichao Fan, Zexin Zhuang, Yanhang LiLong-Term Conversational MemoryPost-Hoc

  24. One Retrieval to Cover Them All: Co-occurrence-Aware Knowledge Base Reorganization for Session-Level RAG

    Jun 30, 2026Shivam Ratnakar, Yixuan Zhu, Cecilia Cheng +1Hievi-RagRetrieval Recall

  25. The Past Is Prologue: A Plug-in Controller for Selective Updates in Sequentially Evolving LLM Memory

    Jun 30, 2026Zihan Chen, Songwei Dong, Chengshuai Shi +4Large Language Model MemoryUpdates

  26. Self-Evolving World Models for LLM Agent Planning

    Jun 29, 2026Xuan Zhang, Wenxuan Zhang, See-Kiong Ng +1Large Language Model PlanningWorld Models

  27. HUMEMBR: Learning Human Routines for Predictive Embodied Navigation

    Jun 29, 2026Samira Huber, Klaas Pelzer, Duc M. Nguyen +2Embodied NavigationEmbodied Agents

  28. BayesEvolve: Explicit Belief States for Autonomous Scientific Discovery

    Jun 29, 2026Xuening Wu, Shan Yu, Qianya Xu +1Initial Human Belief DistributionsHypothesis Generation

  29. Always-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgents

    Jun 29, 2026Tianyu Ding, Aditya Nannapaneni, Bingfan Liu +1Persistent StateAgent Memory

  30. From Detecting Agency to Doing Work: Self-Caused Credit Builds a Durable Behavioral Self in a Minimal Spiking Agent

    Jun 29, 2026Haoliang HanCredit ScoringSelf-Evolving Agents

  31. LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception

    Jun 29, 2026Binyan Xu, Haitao Li, Kehuan ZhangLarge Language Model AgentsAgent Memory

  32. DuoMem: Towards Capable On-Device Memory Agents via Dual-Space Distillation

    Jun 29, 2026Peyman Hosseini, Ondrej Bohdal, Ahmed Alajrami +6Agent MemoryProblem Solving Capability

  33. Flying to Image-Specified Objects: 3D Quadrotor Navigation via Cross-Graph Memory and Viewpoint Planning

    Jun 29, 2026Junjie Gao, Yuqi Chen, Yongzhou Pan +3Quadrotor FlightVision-Language Navigation

  34. EVAF: A Test-Retest Protocol for Selective Parametric Consolidation

    Jun 29, 2026Haoliang HanConsolidationFactual Recall

  35. MemDelta: Controlled Baselines and Hidden Confounds in Agent Memory Evaluation

    Jun 29, 2026Kuan WangAgent MemorySingle-Agent Baselines

  36. MATCH: Modulating Attention via In-Context Retrieval for Long-Context Transformers

    Jun 29, 2026Linrui Ma, Chun Hei Lo, Xinyu Wang +12Efficient Long-Context InferenceDynamic Sparse Attention

  37. Neural Procedural Memory: Empowering LLM Agents with Implicit Activation Steering

    Jun 29, 2026Chengfeng Zhao, Yuqiao Tan, Shizhu He +3Large Language Model AgentsAgent Memory

  38. Experience Graphs: The Data Foundation for Self-Improving Agents

    Jun 29, 2026Gang Liao, Yujia He, Abdullah Ozturk +22Hierarchical Graph MemoryLong-Horizon Agents

  39. MemLeak: Diagnosing Information Leaks in Multimodal Agent Memory

    Jun 29, 2026Kuan Wang, Chao ZhangMultimodal MemoryDeletion

  40. Mandol: An Agglomerative Agent Memory System for Long-Term Conversations

    Jun 29, 2026Yuhan Zhang, Zhiyuan Guo, Ziheng Zeng +3Agent MemoryRetrievers

  41. Analytic Concept-Centric Memory for Agentic Embodied Manipulation

    Jun 29, 2026Mingyang Sun, Xiujian Liang, Jiude Wei +4Embodied AgentsAgent Memory

  42. Managing Map Cardinality in Automatic Disease Classification Mapping: Balancing Precision, Recall and Coverage

    Jun 29, 2026Santosh Purja Pun, Oliver Obst, Jim Basilakis +1International Classification Of Disease CodesDisease Detection

  43. Coverage-Driven KV Cache Eviction for Efficient and Improved Inference of LLM

    Jun 28, 2026Shuvendu Roy, Mengyao Zhai, Hossein Hajimirsadeghi +1Key-Value Cache EvictionLLM Inference Efficiency

  44. Minority Sentinel: When to Overturn Majority Voting in Multi-Agent LLM Debates

    Jun 28, 2026Chuan He, Zebin Chen, Zhengyi Yang +5DebateLarge Language Model Decision-Making

  45. Self-Evolving Agentic Image Restoration via Deliberate Planning and Intuitive Execution

    Jun 27, 2026Shuang Cui, Fan Ji, Guanglong Sun +4Image RestorationRestoration

  46. When Latent Agents Lie: KV-Cache Integrity in Multi-Agent LLM Collaboration

    Jun 27, 2026Luís Brito, Carlos BaqueroLarge Language Model AgentsAgent Memory

  47. MMLA: Memory-Mediated Learning Architecture for Predictive Dual-State Adaptation

    Jun 27, 2026Junyi Zou, Avrova DonzEfficient Long-Context InferenceLong-Term Memory

  48. HyphaeDB: A Living Knowledge Topology for Agent-First Memory

    Jun 27, 2026Krishna HalaharviAgent MemoryVector Database

  49. Hippocampus-DETR: An Explicit Memory Object Detection Framework Based on Hippocampus Modeling

    Jun 26, 2026Zhaoning Shi, Bo Ma, Hao Xu +2Rt-DetrOpen-Vocabulary Object Detection

  50. Parameter-Efficient Quantum-Inspired Fast Weight Programmers for Traffic-Matrix Forecasting

    Jun 26, 2026Kuo-Chung Peng, Jiun-Cheng Jiang, Chun-Hua Lin +3Accurate Traffic ForecastingLlm-Based Forecasting Methods

  51. SWE-MeM: Learning Adaptive Memory Management for Long-Horizon Coding Agents

    Jun 26, 2026Shuzheng Gao, Wenhao Zeng, Zhaojian Yu +5Agent MemoryLong-Horizon Agents

  52. DMV-Bench: Diagnosing Long-Horizon Multimodal Agents' Visual Memory with Incidental Cue Injection

    Jun 25, 2026Yujin Tang, Chenming Shang, Ruize Xu +1Multimodal MemoryVisual Memory

  53. CARVE: Content-Aware Recurrent with Value Efficiency for Chunk-Parallel Linear Attention

    Jun 25, 2026Sayak DuttaRecurrent ModelQuadratic Attention

  54. RecallRisk-BERT: A Multi-Task Framework for Post-Report Medical Device Recall Triage

    Jun 25, 2026Ali Semih Atalay, Sevgi Yigit-SertTriageRetrieval Recall

  55. ConvMemory v3: A Validity Context Layer for Conversational Memory via Target-Conditioned Relation Verification

    Jun 25, 2026Taiheng PanLong-Term Conversational MemoryValidity

  56. SocialPersona: Benchmarking Personalized Profiling and Response with Multimodal Social-Media Context

    Jun 25, 2026Qinkai Zhang, Yanyan Zhao, Xin Lu +3PersonaProfile

  57. Agents That Know Too Much: A Data-Centric Survey of Privacy in LLM Agents

    Jun 25, 2026Nada Lahjouji, Ashwin Gerard ColacoLarge Language Model AgentsAI Privacy Risks and Protection

  58. Temporal Validity in Retrieval Memory: Eliminating Stale-Fact Errors for AI Agents over Evolving Knowledge

    Jun 25, 2026Neeraj YadavFactual RecallGradient Staleness

  59. WatchAct: A Benchmark for Behavior-Grounded Robot Manipulation

    Jun 24, 2026Baiqi Li, Ce Zhang, Yu Fang +4Generalizable Robotic ManipulationsFine-Grained Actions

  60. Beyond Single-Source Cognitive Taskonomy:Multi-Source Task Relations through fMRI Transfer Learning

    Jun 24, 2026Junfeng Xia, Wendu Li, Mengjiao Zhang +1Transfer LearningWorking Memory