Long Short-Term Memory

Ask about this field

Recent momentum

emerging

0 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this field, kept on the site without email delivery.

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.

Inside this field

Focused directions

1,120 papers

Latest in Long Short-Term Memory

Browse all topics →
CardsList

  1. RUMBA: Russian User Memory Benchmark

    Jul 23, 2026Elizaveta Shevtsova, Inna Glebkina, Mark Baushenko +2Long-Term Conversational MemoryConversational Benchmarks

  2. MemTools: A Unified Research Framework for Interoperable Agent Memory

    Jul 23, 2026Chengfeng Zhao, Jinhui Chen, Sirui Liang +4Agent MemoryMulti-Agent Systems

  3. Causal-AgentIR: Self-Evolving Causal Memory for Adaptive Image Restoration Agents

    Jul 23, 2026Hu Gao, Yulong Chen, Lizhuang MaImage RestorationAgent Memory

  4. AttriMem: Attribution-Guided Process Feedback for Agent Memory Construction

    Jul 23, 2026Qinfeng Li, Yuntai Bao, Xinyan Yu +7Agent MemoryCredit Assignment

  5. Naju: A Native Discrete State-Space Model with Independent Retention and Writing for Long-Sequence Memory

    Jul 23, 2026Hyuk Lim, Seunghyun YoonRecurrent StateLong-Term Memory

  6. Delivery, Not Storage: Cue-Anchored Working Memory as a Harness Property for Coding Agents

    Jul 23, 2026Swapnanil SahaAgent MemoryWorking Memory

  7. Memoir: Should a Model Write to Its Memory While It Thinks?

    Jul 22, 2026Jaber Jaber, Osama JaberFactual Recall

  8. PRO-LONG: Programmatic Memory Enables Long-Horizon Reasoning

    Jul 22, 2026Alexis Fox, Junlin Wang, Paul Rosu +1Long-Horizon AgentsLarge Language Model Agents

  9. Coordinating from Memory: Graph-Structured Experience Reuse for Multi-Agent Adaptation in Dynamic Manufacturing

    Jul 22, 2026Chengxiao Dai, Zhanhui Lin, Zhaokun Yan +3Multi-Agent Reinforcement LearningGlobal Coordination

  10. Lean-SAM2: Target-Anchored Memory and Encoder Acceleration for SAM2

    Jul 22, 2026Xudong Ouyang, Wenlun Zhang, Yimin Xu +2Segment Anything ModelCross-Attention

  11. Prompt Design at Scale: How Format, Instruction Count, and Context Length Shape Instruction Adherence and Hallucination in Large Language Models

    Jul 21, 2026Netanel EliavInstruction-Tuned ModelsPrompt Engineering

  12. Supra Cognitive Modes: A Routed Architecture for Agent Memory

    Jul 21, 2026Joshua Tobkin, David YangLong-Term Conversational MemoryCognitive Science

  13. Mi-Memory: A Lifecycle Memory Framework for Personal AI

    Jul 21, 2026Xule Liu, Hanlin Teng, Chao Li +15MemdefragArtificial Intelligence Systems

  14. HindsightBench: A Black-Box Behavioral Audit Protocol for Parametric Hindsight in Time-Indexed LLM Decision Tasks

    Jul 21, 2026Haozhe JiaLarge Language Model Decision-MakingHindsight

  15. WorldScape Policy 2.0: Empowering Steerable World Action Modeling with Reasoning-Augmented Memory and In-Context Learning

    Jul 21, 2026Haisheng Su, Zongdai Liu, Xin Jin +13Efficient World-Action ModelWorld Models

  16. Toward User-Conditioned Evaluation of Personal LLM Agents under Temporal Interventions

    Jul 20, 2026Pin Qian, Su Wang, Yihang Chen +5Agentic BenchmarksAgent Memory

  17. The Chronos Vulnerability: A Taxonomy of Temporal Persistence and Memory-Based Deception in Agentic AI

    Jul 20, 2026Om Narayan, Ramkinker Singh, Praveen BaskarDefense StrategiesArtificial Intelligence Safety

  18. Neuro-Symbolic Meta-Policies for Temporal Knowledge-Graph Memory under Partial Observability

    Jul 20, 2026Taewoon Kim, Vincent François-Lavet, Michael CochezHierarchical Graph MemoryTemporal Knowledge Graphs

  19. Exploratory and Assimilating Reflection: Reflective Recall Cycle for Long-term Memory

    Jul 20, 2026Ganesh Senrayan, Moyuru Yamada, Ishan Jindal +1Agentic RetrievalLong-Term Memory

  20. Mechanistic Attention Guidance for Agent Memory Refinement

    Jul 20, 2026Yechao Hong, Haiquan Qiu, Yaqing Wang +1Agent Memory

  21. ZifaMem: Structured Memory for Persona, Preference, and Emotional Continuity in AI Companions

    Jul 20, 2026Jingzhe Fang, Guozhi Xu, Yunfan Cui +2Artificial Intelligence CompanionsEpisodic Memory

  22. Retain or Consolidate? Budget-Dependent Operator Selection for Language Agent Memory

    Jul 20, 2026Qingcan Kang, Mingyang Liu, Shixiong Kai +5Long-Term Conversational MemoryMultilingual Agents

  23. SALT: Salience-Aware Lexical Trie for Long-Context Compression

    Jul 20, 2026Oteo Mamo, Hyunjin Yi, Joydhriti Choudhury +2Efficient Long-Context InferenceLarge Language Model Memory

  24. TurboVec: A Case Study in Cost-Efficient Private Retrieval for Enterprise RAG via Codebook-Oblivious Quantization

    Jul 18, 2026Navnit Shukla, Kamal Pandey, Omsankar TiwariVector DatabaseRetrieval Recall

  25. Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration

    Jul 18, 2026Maksim Sheverev, David Finkelstein, Sergey NikolenkoLarge Language Model MemoryAgent Memory

  26. RECON: Benchmarking Agent Memory for Compositional Reasoning over Long Contexts

    Jul 18, 2026Mihir Shriniwas AryaAgent MemoryLarge Language Model Agents

  27. From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents

    Jul 18, 2026Bo Tang, Yang Zhang, Guomian Zhuang +8Long-Horizon AgentsAgent Memory

  28. Do Agents Dream of False Memories? Black-box Visual Attacks on Long-term Memory in Multimodal AI Agents

    Jul 17, 2026Halima Bouzidi, Mboutidem Ekemini Mkpong, Mohammad Abdullah Al FaruqueMultimodal MemoryMultimodal Agents

  29. Learning a System-Level Surrogate for Hydraulic Excavators: A Simulation-to-Real LSTM Approach

    Jul 17, 2026Shuai Wang, Shen Wang, Qiang Wang +4Hydraulic ExcavatorsAutonomous Driving Simulation

  30. MemoGuard: An Adaptive Runtime for Guarding Against Memory Traps in Communication-Limited Robot Navigation

    Jul 17, 2026Rajat Bhattacharjya, Hyeonjong Ju, Sing-Yao Wu +2Social Robot NavigationEpisodic Experiences

  31. Stigmergic Graph Memory: An Environment-Aware Approach for Many-to-Many Multi-Agent Pickup and Delivery

    Jul 16, 2026Aditya Dutta, Joon-Seok KimMulti-Agent Path FindingWarehouse Automation

  32. Long-Context Fine-Tuning with Limited VRAM

    Jul 16, 2026Vladimir Fedosov, Aleksandr Sazhin, Artemiy Grinenko +1Efficient Long-Context InferenceParameter-Efficient Fine-Tuning

  33. Stitch-Inferencer: Enhance Endoscopic Video Segmentation and Tracking via Panoramic Reconstruction

    Jul 16, 2026Shunsuke Kikuchi, Atsushi Kouno, Hiroki MatsuzakiVideo Capsule EndoscopyLarge Inter-Frame Displacements

  34. Bad Memory: Evaluating Prompt Injection Risks from Memory in Agentic Systems

    Jul 16, 2026Soham Gadgil, David Alexander, Sai Sunku +1Agent MemoryAgentic Systems

  35. Why Git Is the Memory Solution for the Agentic Development Lifecycle

    Jul 15, 2026Frank GuoAgent MemoryCoding Agents

  36. PReM: Learning What to Preserve and When to Refresh for Context Compression

    Jul 15, 2026Bohan Yu, Lei Shen, Chenxi Zhou +5Efficient Long-Context InferenceMemory-Augmented Large Language Models

  37. A Self-Evolving Agent for Longitudinal Personal Health Management

    Jul 15, 2026Haoran Li, Jiebi Deng, Tong Jin +10Agent MemoryLong-Horizon Agents

  38. Experience Memory Graph: One-Shot Error Correction for Agents

    Jul 15, 2026Wenjun Wang, Yuchen Fang, Fengrui Liu +2Hierarchical Graph MemoryIterative Self-Correction

  39. Memory as a Controlled Process: Learned Adaptive Memory Management for LLM Agents

    Jul 15, 2026Eric Hanchen Jiang, Zhi Zhang, Yuchen Wu +11Agent MemoryLarge Language Model Agents

  40. When T2I Synthetic Data Backfires: Amplified Privacy Risks in Real-Synthetic Mix Training

    Jul 15, 2026Na Li, Boyu Kuang, Hongsheng Hu +4Synthetic DataEfficient Privacy Loss

  41. FOLIO: Focused Semantic Memory for Streaming Video Understanding

    Jul 14, 2026Haoyang Fan, Dhruv Parikh, Anvitha Ramachandran +4Video UnderstandingLong-Term Memory

  42. Oracle Agent Memory as an Enterprise Memory Substrate for Long-Horizon AI Agents

    Jul 14, 2026Richmond Alake, Cesare Bernardis, Paul Cayet +10Agent MemoryLong-Horizon Agents

  43. MemOps: Benchmarking Lifecycle Memory Operations in Long-Horizon Conversations

    Jul 14, 2026Xixuan Hao, Zeyu Zhang, Zehao Lin +6Long-Term MemoryConversational Benchmarks

  44. Knowledgeless Language Models: Suppressing Parametric Recall for Evidence-Grounded Language Modeling

    Jul 14, 2026Roi Cohen, Yvan Carré, Nick Lechtenbörger +5Factual RecallRetrieval Recall

  45. PM-Bench: Evaluating Prospective Memory in LLM Agents

    Jul 14, 2026Genglin Liu, Saadia GabrielAgent MemoryLarge Language Model Agents

  46. Track, Rank, Crack: Epistemic Working Memory Scales Multi-Hop Reasoning in Language Agents

    Jul 14, 2026Ning LiuMulti-Hop ReasoningWorking Memory

  47. On-Device Deep Research at 4B: Exposure Bounds Faithfulness, Retrieval Bounds Coverage

    Jul 14, 2026Vinay Kumar ChagantiCitationsDeep Research

  48. Speculate with Memory: Lossless Acceleration for LLM Agents

    Jul 14, 2026Yu Li, Qinyuan Ye, Prafulla Kumar Choubey +2Self-SpeculativeLarge Language Model Agents

  49. Comparing Semantic Navigation in Humans and Large Language Models using Natural Language Processing

    Jul 13, 2026Gabriel Paris-Colombo, Rodrigo M. Cabral-Carvalho, Felipe D. Toro-HernándezNatural Language ProcessingLong-Term Memory

  50. Dzongkha Next Word Prediction System

    Jul 13, 2026Prerna Chhetri, Tenzin Yoezer, Phuntsho Wangmo +1N$-Grams FeaturesNext-Token Prediction

  51. LightMem-Ego: Your AI Memory for Everyday Life

    Jul 13, 2026Yijun Chen, Boyi Xiao, Yixian Zhao +10Multimodal MemoryAgent Memory

  52. OpsMem: Dual-Memory Reasoning with Cross-Memory Resonance for Failure Diagnosis

    Jul 13, 2026Yongqian Sun, Rongchen Gao, Yu Luo +6MicroservicesLong-Term Memory

  53. ToolAtlas: Learning Once, Reusing Everywhere with Tool-Side Memory

    Jul 13, 2026Yue Fang, Zhibang Yang, Fangkai Yang +5Multi-Turn Tool-Use AgentAgent Memory

  54. CA-DGCL: Dynamic Graph Continual Learning via Condensation and Attachment

    Jul 13, 2026Tingxu Yan Ye YuanEfficient Continual LearningCatastrophic Forgetting

  55. Can a Language Model Learn Facts Continually in Its Weights?

    Jul 13, 2026Charles O'NeillLarge Language Model MemoryTraining Language Models

  56. Confidence Scores in Open-Vocabulary Detection Are a Biased Mixture of Scale and Semantics

    Jul 13, 2026Yi Tang Soon, Jun-Wei HsiehOpen-Vocabulary Object DetectionOpen-Vocabulary

  57. LayerNorm as Implicit Gain Control in Looped Transformers

    Jul 12, 2026Matthias M. M. BuehlmaierBatch NormalizationTransformer Layers

  58. The Compliance Trap: Diagnosing How AI Agents Consume Conflicting Memory

    Jul 12, 2026Yixiong Chen, Xinyi Bai, Alan YuilleAgent MemoryArtificial Intelligence Agents

  59. MemDecay: Region-Aware KV Cache Eviction for Efficient LLM Agent Inference

    Jul 12, 2026Venkatesha Matam, Keon KimKey-Value Cache EvictionCache

  60. AI YOU Town: Make Friends and Money with Your Digital Twin

    Jul 12, 2026Yan Lin, Yuyang Dai, Jiahui Geng +1PersonaPeers