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

A weekly snapshot of new work published in Long Short-Term Memory.

Period ending 2026-09-07

37 new papers

A weekly snapshot of new work published in Long Short-Term Memory.

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  1. UTILMEM: Benchmarking Evidence Utilization in Long-Term Conversational Memory

    Aug 31, 2026Peijun Qing, Fobo Shi, Soroush VosoughiLong-Term Conversational MemoryConversational Benchmarks

  2. Agents in the Large: Perception-Centered Architecture for Persistent Agents

    Aug 31, 2026Shihan Dou, Haoxiang Jia, Shichun Liu +14Multilingual AgentsAgent Memory

  3. Kathleen Remembers: Length-Invariant One-Shot Recall Without Attention

    Aug 31, 2026George FountzoulasFactual RecallMemory Retrieval

  4. Strong Drafts Need Compact Memories: Long-Context Speculative Decoding with Compressed KV Cache

    Aug 31, 2026Tong Yuan, Chengxi Liao, Zeyi WenEfficient Long-Context InferenceSpeculative Decoding

  5. When Errors Become Memories: Causal Pathway Tracing in Multi-Turn Memory-Augmented LLMs

    Aug 31, 2026Shuyao Xiao, Shengling Wang, Xuan Chen +8Memory-Augmented Large Language ModelsErrors

  6. When Does a Classifier Help an LLM? Classifier-Guided Prompting and Hybrid Classifier-LLM Models for Credit-Default Prediction

    Aug 30, 2026Rishi Datta, Lavanya PrahalladCredit Risk PredictionPrompt Engineering

  7. "Act Like a 5th Grader" is Not Enough: Bounding Knowledge in LLM-Based User Simulators

    Aug 30, 2026Krisztian Balog, Arild Michel BakkenUser SimulationStudent

  8. When History Is Multimodal: Rethinking Context Management for Long-Horizon Agents

    Aug 30, 2026Jiaqi Su, Cong Pang, Jiawei Hong +4Multimodal MemoryLong-Horizon Agents

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

    Aug 30, 2026Xinke Jiang, Yue Fang, Zhibang Yang +12Agentic Tool UseAgentic Benchmarks

  10. Memory Is Not Always Needed: Characterizing Conditional Memory in Scientific Reasoning

    Aug 25, 2026Zhen Bi, Xueshu Chen, Yan Wang +6Cognitive MemoryScientific Discovery

  11. Does Episodic Memory Help Close the Lexical Frequency Gap in Sensitivity to Syntactic Contrasts? A Test Using Retrieval-Augmented Language Models

    Aug 24, 2026Jing Liu, Najoung KimHigh Bigram Repetition FrequencyGrammaticality

  12. Dual-Layer Agentic Memory with Fast Write Routing and Slow Consolidation

    Aug 23, 2026Wenzhi Li, Dong Nie, Rui Lan +7Agent MemoryInternalization

  13. Mitigating Identity Essentialism in LLM Agents with Longitudinal Life Trajectories

    Aug 20, 2026Hexi Wang, Yujia Zhou, Bangde Du +7Agent MemorySocial Dynamics

  14. Enhancing Virtual Agents through SLMs and Edge-Computing: An Exploratory Evaluation of Think and Memory Processes

    Aug 13, 2026Aimilios Hadjiliasi, Louis NisiotisEmbodied AgentsEdge Computing

  15. RippleMem: From Isolated Retrieval to Associative Recollection for Long-Term Agent Memory

    Aug 13, 2026Jingbo Ji, Lingyi Li, Xilong Cheng +4Agent MemoryHierarchical Graph Memory

  16. EEG Decoding Using CNN and LSTM Network

    Aug 13, 2026Athanasios KaragounisMotor ImageryBidirectional Long Short-Term Memory

  17. EgoMonth: A Month-Level Egocentric Video Benchmark for Long-Term Spatiotemporal Memory

    Aug 13, 2026Weitao Chen, Hu Jiaxin, Xie Tianyidan +15Multimodal MemoryLongvideobench

  18. Paths: Prompt-aware Spatio-temporal Transformer with Hierarchical Multi-modal Fusion for RGB-Event Video Person Re-Identification

    Aug 13, 2026Yakun Huo, Yingquan Wang, Yangyang Liu +4Re-IdentificationSpatio-Temporal Transformers

  19. LycheeMemory V2: Efficient Long-Term Memory for LLM Agents via Semantic Segment-Level Consolidation

    Aug 13, 2026Dongfang Li, Zixuan Liu, Junmai Wang +5Long-Term MemoryLarge Language Model Agents

  20. Spatial Memory Agent: Experience-Grounded Procedure Memory for Spatial Intelligence

    Aug 13, 2026Haokai Zhang, Yuhang Ding, Yunshu Zhou +5Spatial ReasoningExplicit Memory

  21. ERSkill: Evolving for Skill-Guided Adaptive Memory Retrieval

    Aug 13, 2026Haolong Chen, Liang Zhang, Zhuo Li +2Agent MemoryLong-Term Memory

  22. EgoCITE: Context-Augmented Indexing and Time-Aware Retrieval for Long-Horizon Egocentric Memory

    Aug 12, 2026Le Zhang, Ke SunAgent MemoryAgentic Retrieval

  23. LLMs Are Not Good Strategists, Yet Memory-Enhanced Agency Boosts Reasoning

    Aug 12, 2026Yi Wu, Zhimin HuLong-Horizon AgentsEpisodic Experiences

  24. MASCOT: Model-Aware Submodular Coverage for Composite-Attribute Text-to-Image Retrieval

    Aug 12, 2026Aaryan Sharma, Vishak Prasad C, Virendra Singh +1Composed Image RetrievalMultimodal Retrieval

  25. ε\varepsilon-MemEvo: Adaptive Cross-Task Memory Transfer for LLM Program Evolution

    Aug 12, 2026Aofan Liu, Shiyuan Song, Yiyan QiCross-Task Knowledge TransferAgent Memory

  26. Governed Persistent Memory: Source-Bound State Semantics and Fail-Closed Release for Long-Horizon Agents

    Aug 12, 2026Guodong XuAgent MemoryStructured Evidence Ledger

  27. Dual-Model Sentiment Analysis of Consumer Reviews in the Retail Coffee Sector Using Machine Learning and Deep Learning Approaches

    Aug 12, 2026Muntasir Hasan Kanchan, Md. Alamgir Hossain, Md. Samiul Islam +1Sentiment AnalysisReview

  28. MindMemOS: A Portable and Self-Evolving Memory Operating Layer for AI Agents

    Aug 12, 2026Kaichao Liang, Yuqi Cui, Hao Kong +13Self-Evolving AgentsAgent Memory

  29. Total Recall at What Cost? Benchmarking the Serving Cost of Agentic Memory Systems

    Aug 12, 2026Natchanon Pollertlam, Witchayut KornsuwannawitAgent MemoryFactual Recall

  30. Air Quality Station Simulation via LSTM and Attention-Based Modelling

    Aug 12, 2026Alexander Kostadinov, Petar O. Hristov, Dessislava Petrova-AntonovaAir PollutionBidirectional Long Short-Term Memory

  31. The Sleeping Agent: What Gist-Based Context Compression Loses and Why

    Aug 12, 2026Nicholas E. KyrkewoodLong-Term Conversational MemoryConsolidation

  32. Consolidator: Learning Persistent Routed Memory Across Context Boundaries

    Aug 12, 2026Sungwoo Goo, Hwi-yeol Yun, Sangkeun JungLong-Term MemoryConsolidation

  33. Towards a Formal Definition of Agent Memory: Basis, Span, Optimality, and the Sequential Memory Problem

    Aug 12, 2026Hongyao TangAgent MemorySubstantial Memory

  34. Beyond Memory: A Transactional Continuity Kernel for Long-Lived AI Agents

    Aug 12, 2026Jun He, Deying YuPersistent StateGovernance Layer

  35. A Hybrid Framework of Vision Transformer and Gated Recurrent Unit for Detection of Mosquito Diseases

    Aug 12, 2026Danial Sharifrazi, Saadat Behzadi, Nouman Javed +3MalariaGated Recurrent Unit

  36. XGBoost "is all you need": the case of forecasting transmitted heat energy in District Heating Systems

    Aug 11, 2026Milan ZdravkovićElectricity Price ForecastingXgboost

  37. Batch Size or Negatives? A Selection Rule for Memory-Constrained Recommender Training

    Aug 11, 2026Artyom Sabitov, Daniil Volkov, Alexey ZaytsevRecommender SystemsBatch Size

  38. GESTO: Human-Centric Spatio-Temporal Memory for Reasoning in Dynamic Scenes

    Aug 11, 2026Ermanno Bartoli, Buwei He, Dennis Rotondi +6Hierarchical 3D Scene GraphsSpatial Memory

  39. EvoMem: Memory-Augmented Evolution for Code Optimization

    Aug 11, 2026Viktor Volkov, Valentin Khrulkov, Andrey V. Galichin +8Evolutionary SearchMemory-Augmented Large Language Models

  40. MAP-Graph: Provenance-Aware Shared Memory for Multi-Agent Workflows

    Aug 11, 2026Yiqi Wang, Zihao Yan, Jiaqi Zhang +5Hierarchical Graph MemoryMulti-Agent Workflows

  41. From Faulty Memories to Corrected Actions: Dependency-Guided Rollback Repair for Memory-Augmented Agents

    Aug 11, 2026Caili Yu, Yiqi Wang, Jiaqi Zhang +5RollbackAgent Memory

  42. A Single Atom in Front of a Mirror is a Universal Reservoir Computer

    Aug 11, 2026Peter J. Ehlers, Phi Hung Nguyen, Kanu Sinha +4Reservoir ComputingReservoir

  43. MixFormer: Linear Transformer with Mixture of Memory Experts

    Aug 10, 2026Yu Guo, Lei DuanEfficient Long-Context InferenceSequence Modeling

  44. Omni2LoRA: Coherence-Preserving Parametric Memory for Efficient Omni Language Models

    Aug 10, 2026Puneet Mathur, Manan Suri, Dinesh ManochaMulti-Modal Large Language ModelsOmni

  45. Don't Scroll Back: Missing-Evidence Memory for Streaming Dialogue Summarization

    Aug 10, 2026Hyangsuk Min, Hwanjun SongLong-Term Conversational MemoryMemory Retrieval

  46. Muscle Memory for Agents: Compile not Merely Retrieve

    Aug 10, 2026Pouya Ghiasnezhad Omran, Soujanya Lanka, Qin Zhang +1Agent MemoryMuscle Anatomy

  47. DistillCache: KL-Guided Adaptive KV-Cache Eviction for Memory-Efficient LLM Inference

    Aug 9, 2026Asaad AlthoubiKey-Value Cache EvictionCache

  48. REVEAL: A Rubric-Guided Agent for Explicit Evidence Sufficiency Verificationin Long-Video Question Answering

    Aug 9, 2026Caijun Yan, Yang Zhou, Meixing Shi +4Video UnderstandingRelevance

  49. TRACE-Memory: Public-Conditioned Retrieval and Utility-Aware Evidence Admission for Personalized Generation

    Aug 9, 2026Jing Wang, Zhu Wang, Yifan Guo +2Memory RetrievalHistory

  50. Mitigating Over-Personalization in LLMs via Structured Memory

    Aug 8, 2026Hakeem Hannoon, Andrew Zhao, Mihir Narayan +2Memory-Augmented Large Language ModelsLong-Term Memory

  51. SuperLocalMemory 4.0: The Governed Memory Operating System for AI Agents

    Aug 8, 2026Varun Pratap Bhardwaj, Garima Singh, Arun Pratap BhardwajAgent MemoryExplicit Memory

  52. LatticeMind: A Conflict-Aware Memory Primitive for Multi-Agent Systems

    Aug 8, 2026Heng Zhou, Lian Zhang, Yutao Fan +5Agent MemoryMulti-Agent Large Language Model Systems

  53. High-Capacity Generalized Hopfield Networks

    Aug 8, 2026Victor GalitskiHopfield NetworksRiemannian Manifolds

  54. Persistent Semantic Entities in Tool-Augmented LLM Systems

    Aug 8, 2026Zhaohui WangAgent MemoryEntities

  55. CommitKV: Lifecycle-Aware KV Cache Compression via Commit Transitions for Multi-Turn Agents

    Aug 8, 2026Weizhong Huang, Jinchao Zhang, Xiawu ZhengKey-Value Cache CompressionKey-Value Cache

  56. A Hierarchical Energy-Based Model for Multimodal Cognition

    Aug 8, 2026Subir VarmaPredictive CodingCognitive Science

  57. Mobility, Memory, and Network Structure in Agent-Based Models of Convention Tipping and Convergence

    Aug 7, 2026Joe Shymanski, Garrick Springer, Sandip SenAgent-Based ModelComplex Networks

  58. Keep It Simple: Multi-Key Episodic Memory Retrieval for Ultra-Long Video Understanding

    Aug 7, 2026Yeeun Choi, Youngbeom Yoo, Joon-Young Lee +2Video UnderstandingMultimodal Memory

  59. PsychoAgent: An Affect-Sensitive Cognitive Architecture for Conflict-Aware Memory in LLM Agents

    Aug 7, 2026Mohammad Amanlou, Parham Abed Azad, Farbod Davoodi +3Agent MemoryCognitive Memory

  60. TEPA: Revoking Stale Memories for Conflict-Robust Language Agents

    Aug 7, 2026Yan Zhou, Yue Ouyang, Kaiyang Zheng +1Agent MemoryGradient Staleness