Long Short-Term Memory

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Period ending 2026-09-21

37 new papers

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

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. CeQe: Grounding Lexical Retrieval in Semantic Evidence

    Aug 1, 2026Adam Kahirov, Umesh Deshpande, Swaminathan SundararamanFactual RecallVisual Grounding

  2. HAM-VLN: Harnessing Hierarchical Agentic Memory for Zero-Shot Vision-and-Language Navigation

    Jul 31, 2026An Liu, Bingxi Liu, Hongyu Ding +6Vision-Language NavigationAgent Memory

  3. Beyond Retrieval: Analytic Memory for Multimodal Agents

    Jul 31, 2026Zhoujin Tian, Hao Zhang, Yao Tian +4Multimodal MemoryMultimodal Retrieval

  4. Zero-Mem: Zero-Token Memory Operations for LLM Agents

    Jul 31, 2026Yilin Xiao, Zhehan Zhu, Yujing Zhang +8Long-Term Conversational MemoryLongbench

  5. Shared Organizational Memory for Enterprise Coding Agents: System Design and Deployment Snapshot

    Jul 31, 2026Harsh Rao Dhanyamraju, Leonidas RaghavCoding AgentsAgent Memory

  6. Finding Change in Satellite Archives from Text: How to Combine Before-and-After Images Efficiently

    Jul 30, 2026Simon Roy, Mark Bong, Giovanni BeltrameSatellite ImagerySatellite Data

  7. Oracle-Budgeted Molecular Optimization with Short-Term Graph Memory

    Jul 30, 2026Jiannan Yang, Veronika Thost, Xiang Ling +1Molecular OptimizationHierarchical Graph Memory

  8. CACHE-UK: A Stability-Aware Memory Editor for Sequentially Updated Quantized LLMs in Finance

    Jul 30, 2026Anubhav Lakra, Yue FengLarge Language Model QuantizationLarge Language Model Memory

  9. Understanding Is Done Early: A Depth Division of Labor in Large Language Models and Its Use for Unbounded-Context Memory

    Jul 30, 2026Hanzuo Liu, Xuan Qi, Chunyu Liu +6Efficient Long-Context InferenceLarge Language Model Memory

  10. RRM: Experience-Driven Reflective Retrieval Memory for Long-Horizon Multimodal Reasoning

    Jul 30, 2026Jingxiang Fan, Junbao Zhuo, Bochao ZouMultimodal MemoryMultimodal Reasoning

  11. MIND: Lightweight and Effective Memory Injection Defense for LLM Agents via Intent-Aware Information Bottleneck

    Jul 30, 2026Dongyi Liu, Haixing He, Xiaobao Wu +1Agent MemoryNovel Dual-Branch Identity Injection Mechanism

  12. ΣΣ-Mem: An Online Reliability Memory for LLM-based Multi-Agent Systems

    Jul 30, 2026Peilin Feng, Suorong Yang, Soujanya PoriaAgent MemoryMulti-Agent Systems

  13. Memory Decoder at Scale: A Pretrained, Parametric Long-Term Memory

    Jul 30, 2026Rubin Wei, Jiaqi Cao, Jiarui Wang +4Large Language Model MemoryLarge Language Model Decoder

  14. MemTxn: A Transaction Boundary for Source-Supported Updates and Complete-State Recovery in Agent Memory

    Jul 30, 2026Hanshuai Cui, Zhiqing Tang, Zhi Yao +3Agent MemoryTransaction Histories

  15. Revisiting Predictive Process Monitoring in the Age of Foundation Models: A Comparative Study of Sequence, Tabular, and LLM Approaches

    Jul 30, 2026Lennart Fertig, Lukas Kirchdorfer, Tobias SesterhennSequence ModelingNext Activity Prediction

  16. ChronoMem: Version Control and Semantic Rollback for Large Language Model Agent Memory

    Jul 30, 2026Yongye Su, Wujiang Xu, Chaoji Zuo +1Agent MemoryRollback

  17. Gradient-free Task-Conditioned Retrieval for On-Device In-Context Learning

    Jul 30, 2026Xinyu Luo, Hui Liu, Yihua Shao +3In-Context LearningIn-Context

  18. Recall Before You Rank: Similarity-Guided Top-KK Reuse for Efficient Long-Context Attention

    Jul 30, 2026Wenshuai Yao, Wenyong Zhou, Hanyong Shao +5Top-KEfficient Long-Context Inference

  19. LabEvolver: Training-Free Experience Evolution for Safe and Grounded Wet-Lab Agents

    Jul 30, 2026Jingya Wang, Yuyang Gao, Liuzhenghao Lv +2Self-Evolving AgentsAlphaevolve

  20. Rehearse: Stepping Back from the Confidence Cliff in Self-Improving Autoresearch

    Jul 30, 2026Jiazhen Ji, Shouhong DingAutoresearchRecursive Self-Improvement

  21. Subtract, Transport, or Replay? Auditable Deletion from Language-Model Memory

    Jul 30, 2026Vishwajith RameshLarge Language Model MemoryDeletion

  22. MedLLM: An Open Medical Language Model at the Sub-Billion Scale

    Jul 29, 2026Maxx Richard Rahman, Asim Ahmed, Mihan Mohagheghzadeh +1Large Language Models(LlmsRetrieval Recall

  23. OneShot: Index-in-Ranking with Neural Scoring for Large-Scale Retrieval

    Jul 29, 2026Ziwei Li, Shuyao Li, Xufeng Cai +12RetrieversRetrieval Recall

  24. Bridging Inference-Time Scaling and Episodic Memory with Action-Centric Graphs

    Jul 29, 2026Xu Zheng, Chaohao Lin, Zhuomin Chen +4Hierarchical Graph MemoryInference-Time

  25. InferScale: GPU-Native KV Injection for Personalized LLM Serving

    Jul 29, 2026Peter Li, Prashant PandeyLarge Language Model MemoryKey-Value

  26. MemSecBench: Tracking Agent Memory Poisoning from Persistence to Consequence and Repair

    Jul 29, 2026Xuanze Chen, Xukang Xie, Wentao Fu +3Agent Memory

  27. Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data

    Jul 29, 2026Lingyang Zeng, Guangze Chen, Kaichen Yu +9Agentic BenchmarksAgent Memory

  28. Metis: Memory Foundation Model

    Jul 29, 2026Zeyu Zhang, Ziliang Guo, Yihang Sun +14Wireless Foundation ModelsAgent Memory

  29. ViSAGE: Constructing Self-Correcting Memories for Long-Form Video Understanding

    Jul 29, 2026Xinkui Zhao, Enbo Chen, Yifan Zhang +4Multimodal MemoryAgent Memory

  30. Filesystem-Based Memory for LLM Agents: Organization, Evolution, and Sustainability

    Jul 29, 2026Sizhe Zhou, Sheldon Yu, Hui Wei +8Agent MemoryExplicit Memory

  31. A Graph-Native Bitemporal Memory Store for Conversational AI Agents

    Jul 29, 2026Alp Niksarli, Gopesh BahetiLong-Term Conversational MemoryLong-Term Memory

  32. LLMET: Enabling Cross-Layer Evaluation of Emerging M3D Memories for Energy-Efficient LLM Serving

    Jul 29, 2026Ming-Yen Lee, Hanchen Yang, Faaiq Waqar +4Large Language Model ServingLarge Language Model Memory

  33. CMT-RAG: Complementary Memory Traces for Multi-turn Multi-hop RAG

    Jul 29, 2026Lang Zhou, Yingjian Chen, Shuxuan Li +2Hievi-RagMulti-Hop Reasoning

  34. ForgetBench: Benchmarking Forgetting Dynamics of Long-Term Parametric Memory in Language Models

    Jul 29, 2026Ruxi Gu, Zhenliang Zhang, Wei WangLarge Language Model MemoryCatastrophic Forgetting

  35. Entity Resolution in Practice: Lessons from a Self-Serve Pipeline

    Jul 28, 2026Kaushik Pavani, Ganga Aluri, Pravin Jadhav +2Data MiningCode Property Graphs

  36. Lag-aware cross-hand alignment for dual-hand action segmentation

    Jul 28, 2026Fatemeh ZiaeetabarTemporal Action SegmentationCross-Attention

  37. UniMem: Complementary Episodic-to-Parametric Memory for Boundary-Agnostic Task Streams

    Jul 28, 2026Siyu Xia, Chenheng Zhang, Yanting Wu +8Episodic ExperiencesEpisodic Memory

  38. MemLens: A Value-Aware Memory Management System with Interactive Analytics for LLM-based Agents

    Jul 28, 2026Shuyue Wei, Chang Liu, Zimu Zhou +2Large Language Model MemoryLlm-Based Agent

  39. GraphIDyOM: A graph-native Python reimplementation of IDyOM for musical expectation modelling

    Jul 28, 2026Lluc Bono RossellóSheet MusicHierarchical Graph Memory

  40. Memory for Large Language Models

    Jul 28, 2026Sining Zhoubian, Dan Zhang, Evgeny Kharlamov +1Large Language Model MemoryExplicit Memory

  41. Addressable Recall Compaction for Long Context-Window Control in AI Agents

    Jul 27, 2026Thang Dang, Yuma Ichikawa, Sakina Fatima +1Agent MemoryCompaction

  42. Eviction as Estimation: A Fixed-Lag Smoothing View of Test-Time Memory, and When Measuring Beats Accumulating

    Jul 27, 2026Maruthi Vemula, Neeraj Praneeth GajulaWorking MemoryEviction

  43. From Observation to Intervention: Memory in Brains and Large Language Models

    Jul 27, 2026Morteza Salehjahromi, Shayan A. Zadegan, Amgad Muneer +1Large Language Model MemoryEpisodic Memory

  44. Keep It InMind: Benchmarking the Implicit-Association Blind Spot in Agent Memory

    Jul 27, 2026Ruizhe Li, Mingxuan Du, Benfeng Xu +1Agent MemoryRetrieval Recall

  45. Not Forgotten: Implementation and Evaluation of a Personalized Episodic Memory for the Humanoid Robot Head Kim

    Jul 27, 2026Steve Aschenbrenner, Marcel Heisler, Thomas Sievers +1Episodic MemoryForgetting

  46. MemChain: Learning Interpretable Memory Traces for Memory-Augmented LLM Agents

    Jul 27, 2026Yiwen Ma, Songjun Tu, Qichao Zhang +3Memdefrag

  47. From Cognitive Architectures to Language Agents: A Mechanism-Level Review of Lineage, Convergence, and Migration Gaps

    Jul 27, 2026Haodi Fan, Zucong LanMultilingual AgentsAgent Memory

  48. MemTX: Transactional Belief Commit for Stateful Agent Memory

    Jul 27, 2026Xiaoyang Li, Yiqi Wang, Haohui Lu +5Agent MemoryTransaction Histories

  49. Reality Monitoring in Large Language Models: Self-Knowledge That Transforms with Conversation Memory

    Jul 27, 2026Saurabh Ranjan, Konstantina Sokratous, Brian OdegaardSelf-AwarenessMulti-Turn Large Language Model Conversations

  50. Try Once, Then Optimal: De-Redundified Procedure Memory for Cross-Episode Exploration Amortization

    Jul 26, 2026Haizhou Ge, Haochen Ouyang, Zhixing Chen +6Episodic ExperiencesEfficient Exploration

  51. CALMRec: Causally Aligned Language Memory for Long-Horizon Recommendation

    Jul 26, 2026Gengyu ZhanRecommendationMemory Retrieval

  52. MemVLN: Episodic and Procedural Memory for Vision-and-Language Navigation

    Jul 26, 2026Yuqi Liu, Shengju Qian, Tianyuan Qu +5Vision-Language NavigationLarge Vision Language Models

  53. Co-Evolving Graph and Text Memory for Training-Free Multi-Hop Question Answering

    Jul 25, 2026Hieu Man, Thien Huu NguyenGraph-Based Retrieval Augmented GenerationHierarchical Graph Memory

  54. Harnessing agent memory to build lifelong AI partners for materials scientists

    Jul 25, 2026Siyu Liu, Bo Hu, Beilin Ye +3Agent MemoryMaterials Science

  55. Sensitivity Analysis of GRU, LSTM and Transformer Encoder in Classification of Automated Driving Systems

    Jul 25, 2026Bidhya Shrestha, Christos PapadopoulosAutonomous DrivingBidirectional Long Short-Term Memory

  56. NeuroSynth: A Biologically Inspired Continual Reinforcement Learning Architecture for Mitigating Catastrophic Forgetting

    Jul 24, 2026Yash KiniCatastrophic ForgettingEpisodic Experiences

  57. Ground Truth First: A Longitudinal Evaluation Instrument for Agent Memory, and the Tenure Crossover in Memory-Architecture Rankings

    Jul 24, 2026Quentin SpencerAgent MemoryLong-Term Conversational Memory

  58. MA-DAR: Manifold-Aligned Dynamic Adaptive Routing for Continual Temporal Knowledge Graph Reasoning

    Jul 24, 2026Xiangjun Shi, Chong Mu, Jinchuan Zhang +3Temporal Knowledge GraphsEfficient Continual Learning

  59. Agentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture Problems

    Jul 23, 2026Gaurav DadhichAgent MemoryLocal Windows

  60. Finite-Sample Coverage Audits for High-Recall Candidate Generation: Certification and Learning-Theoretic Design

    Jul 23, 2026Martin Anthony, Kaveh Salehzadeh NobariAlgorithm AuditingCertification