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. Toward Efficient Agents: Memory, Tool learning, and Planning

    Jan 20, 2026Xiaofang Yang, Lijun Li, Heng Zhou +12Agentic SystemsAgent Memory

  2. To Copy or Not to Copy: Copying Is Easier to Induce Than Recall

    Jan 17, 2026Mehrdad Farahani, Franziska Penzkofer, Richard JohanssonCloneFactual Recall

  3. Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models

    Jan 12, 2026Xin Cheng, Rui Tian, Wangding Zeng +18Sparse Expert ActivationMixture-of-Experts Models

  4. LLMs Can't Play Hangman: On the Necessity of a Private Working Memory for Language Agents

    Jan 11, 2026Davide Baldelli, Ali Parviz, Amal Zouaq +1Multilingual AgentsAgent Memory

  5. MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards

    Jan 9, 2026Zhiyu Shen, Ziming Wu, Fuming Lai +2Memory-Augmented Large Language ModelsLong-Term Memory

  6. Controllable Memory Usage: Balancing Anchoring and Innovation in Long-Term Human-Agent Interaction

    Jan 8, 2026Muzhao Tian, Zisu Huang, Xiaohua Wang +8Agent MemoryInteraction History

  7. Membox: Weaving Topic Continuity into Long-Range Memory for LLM Agents

    Jan 7, 2026Dehao Tao, Guoliang Ma, Yongfeng Huang +1Agent Memory

  8. Computing Evolutionarily Stable Strategies in Imperfect-Information Games

    Dec 11, 2025Sam GanzfriedImperfect-Information GamesNash Equilibrium

  9. Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic-Procedural Memory

    Dec 8, 2025Sijia Li, Yuchen Huang, Zifan Liu +6Episodic ExperiencesMulti-Turn Tool-Use Agent

  10. Overcoming State Inertia: Minimally Invasive Temporal Alignment for Evolving Contexts

    Dec 3, 2025Yijun LiaoEfficient Long-Context InferenceMemory-Augmented Large Language Models

  11. Distributed Dynamic Associative Memory via Online Convex Optimization

    Nov 28, 2025Bowen Wang, Matteo Zecchin, Osvaldo SimeoneDense Associative MemoryLearning-Augmented Algorithms

  12. Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs

    Nov 25, 2025Xuyuan Liu, Shengyu Chen, Xinshuai Dong +6Multimodal Knowledge EditingLarge Language Model Memory

  13. Vision-Language Memory for Spatial Reasoning

    Nov 25, 2025Zuntao Liu, Yi Du, Taimeng Fu +3Spatial ReasoningLarge Vision Language Models

  14. Towards Benign Memory Forgetting for Selective Multimodal Large Language Model Unlearning

    Nov 25, 2025Zhen Zeng, Leijiang Gu, Zhangling Duan +4Large Language Model UnlearningMulti-Modal Large Language Models

  15. KAN vs LSTM Performance in Time Series Forecasting

    Nov 23, 2025Tabish Ali Rather, S M Mahmudul Hasan Joy, Nadezda Sukhorukova +1Multivariate ForecastingKolmogorov-Arnold Networks

  16. Reinforcement Learning Improves Traversal of Parametric Knowledge in LLMs

    Nov 8, 2025Renfei Zhang, Manasa Kaniselvan, Rylan Schaeffer abd Niloofar MireshghallahLarge Language Model ReasoningFactual Recall

  17. BudgetMem: Training-Free Selective Memory for Cost-Efficient Long-Context Processing in Language Models

    Nov 7, 2025Chandra Vamsi Krishna Alla, Harish Naidu Gaddam, Manohar Kommi +1Large Language Model MemoryLarge Language Model Compression

  18. Retaining by Doing: The Role of On-Policy Data in Mitigating Forgetting

    Oct 21, 2025Howard Chen, Noam Razin, Karthik Narasimhan +1Catastrophic ForgettingForgetting

  19. CHUCKLE -- When Humans Teach AI To Learn Emotions The Easy Way

    Oct 10, 2025Ankush Pratap Singh, Houwei Cao, Yong LiuEmotion RecognitionCurriculum

  20. Reward function compression facilitates goal-dependent reinforcement learning

    Sep 8, 2025Gaia Molinaro, Anne G. E. CollinsGoal-Conditioned Reinforcement LearningContext Compression

  21. Multi-Class Human/Object Detection on Robot Manipulators using Proprioceptive Sensing

    Aug 4, 2025Justin Hehli, Marco Heiniger, Maryam Rezayati +1Human-Robot CollaborationTraining-Free Hand-Object Interaction Detection

  22. Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions

    Jul 7, 2025Yuanzhe Hu, Yu Wang, Julian McAuleyAgent MemoryLarge Language Model Agents

  23. United Minds or Isolated Agents? Exploring Coordination of LLMs under Cognitive Load Theory

    Jun 7, 2025HaoYang Shang, Xuan Liu, Zi Liang +3Cognitive LoadWorking Memory

  24. Agentic Episodic Control

    Jun 2, 2025Xidong Yang, Wenhao Li, Junjie Sheng +4Episodic MemoryAgentic Control

  25. Memory-Efficient FastText: A Comprehensive Approach Using Double-Array Trie Structures and Mark-Compact Memory Management

    Jun 2, 2025Yimin DuN$-Grams FeaturesDomain-Invariant Text Embeddings

  26. You Do Not Fully Utilize Transformer's Representation Capacity

    Feb 13, 2025Gleb Gerasimov, Yaroslav Aksenov, Nikita Balagansky +2Transformer LayersTransformer Architectures

  27. Memento No More: Coaching AI Agents to Master Multiple Tasks via Hints Internalization

    Feb 3, 2025Minttu Alakuijala, Ya Gao, Georgy Ananov +4Agent Memory

  28. GenTL: A General Transfer Learning Model for Building Thermal Dynamics

    Jan 23, 2025Fabian Raisch, Thomas Krug, Christoph Goebel +1Transfer LearningBidirectional Long Short-Term Memory

  29. Leveraging Metamemory Agent for Enhanced Data-Free Code Generation in Large Language Models

    Jan 14, 2025Shengsheng Zhou, Shuai Wang, Liang Ding +5Code GenerationFactual Recall

  30. Enhancing Cognitive Workload Classification Using Integrated LSTM Layers and CNNs for fNIRS Data Analysis

    Jul 22, 2024Mehshan Ahmed Khan, Houshyar Asadi, Mohammad Reza Chalak Qazani +6Convolutional Neural NetworksCognitive Load

  31. Narrative Feature or Structured Feature? A Study of Large Language Models to Identify Cancer Patients at Risk of Heart Failure

    Mar 18, 2024Ziyi Chen, Mengyuan Zhang, Mustafa Mohammed Ahmed +4Electronic Health Record Foundation ModelsElectronic Health Records

  32. ResNLS: An Improved Model for Stock Price Forecasting

    Dec 2, 2023Yuanzhe Jia, Ali Anaissi, Basem SuleimanResidual ConnectionsLong-Term Memory

  33. XConv: Low-memory stochastic backpropagation for convolutional layers

    Jun 13, 2021Anirudh Thatipelli, Jeffrey Sam, Mathias Louboutin +3ConvolutionalBackpropagation

  34. Learning What to Retain: Gated-Memory Routing for Efficient Collaboration in Multi-Agent LLM Systems

    Date pendingRakibul Hasan Rajib, Mengxin Zheng, Qian LouMulti-Agent Large Language Model SystemsAgent Memory

  35. Causal Episodic Memory for Feedback-Driven Agent Repair

    Date pendingKhang Nhat Hoang Vo, Tam Minh Chu, Anh Trac Duc Dinh +2Episodic ExperiencesRollback

  36. StreamTTT: Reconciling Real-Time Perception and Long-Term Memory in Streaming VLMs

    Date pendingJoya Chen, Zeyun Zhong, Mike Zheng ShouLarge Vision Language ModelsVideo Question Answering

  37. Evaluating Memory Structure in LLM Agents

    Date pendingAlina Shutova, Alexandra Olenina, Ivan Vinogradov +1Agent MemoryLong-Term Memory

  38. PACEvolve: Enabling Progress-Aware Consistent Evolution

    Date pendingMinghao Yan, Bo Peng, Benjamin Coleman +13Agent Memory

  39. SimSkill: A Self-Evolving LLM Agent for Skill and Knowledge Accumulation in Traffic Simulation

    Date pendingQi Liu, Qinzheng Wang, Can Li +2Microscopic Traffic SimulationsSelf-Evolving Agents

  40. EventMemAgent: Hierarchical Event-Centric Memory for Online Video Understanding with Adaptive Tool Use

    Date pendingSiwei Wen, Zhangcheng Wang, Xingjian Zhang +2Video UnderstandingMultimodal Memory