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

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

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  1. REAL: A Reasoning-Enhanced Graph Framework for Long-Term Memory Management of LLMs

    Jun 9, 2026Keer Lu, Liwei Chen, Guoqing Jiang +3Long-Term Conversational MemoryParallel

  2. Infini Memory: Maintainable Topic Documents for Long-Term LLM Agent Memory

    Jun 9, 2026Suozhao Ji, Baodong Wu, Zehao Wang +8Agent MemoryLong-Term Memory

  3. Learning What to Remember: Observability-Safe Memory Retention via Constrained Optimization for Long-Horizon Language Agents

    Jun 9, 2026Qingcan Kang, Liu Mingyang, Shixiong Kai +3Long-Horizon AgentsLong-Term Memory

  4. AgenticNav: Zero-Shot Vision-and-Language Navigation as a Tool-Calling Harness

    Jun 9, 2026Yijian Li, Changze Li, Hantian Shi +4Vision-Language NavigationLarge Vision Language Models

  5. One Token per Multimodal Evidence: Latent Memory for Resource-Constrained QA

    Jun 9, 2026Zhi Zheng, Ziqiao Meng, Hao Luan +2Multimodal MemoryMultimodal Reasoning Benchmarks

  6. ActiveMem: Distributed Active Memory for Long-Horizon LLM Reasoning

    Jun 9, 2026Yunhan Jiang, Wenbin Duan, Shasha Guo +3Agent Memory

  7. Parallel Causal Associative Fields: Gated Sparse Memory for Long-Context Language Modeling

    Jun 9, 2026Muhammad AhmedCausal AttentionEfficient Long-Context Inference

  8. Towards Critical Branching Mechanism in Recurrent Neural Networks

    Jun 9, 2026Feixiang Ren, Ling FengRecurrent Neural NetworksBifurcation

  9. ReasonRec: A Reasoning-Augmented Multimodal Agent for Unified Recommendation

    Jun 8, 2026Yihua Zhang, Mingfu Liang, Jiyan Yang +11Multimodal ReasoningMultimodal Recommendation

  10. Deployment-Time Memorization in Foundation-Model Agents

    Jun 8, 2026Lei, Chen, Guilin Zhang +8Agent MemoryMemorization

  11. MemoryVLA++: Temporal Modeling via Memory and Imagination in Vision-Language-Action Models

    Jun 8, 2026Hao Shi, Weiye Li, Bin Xie +6Vision-Language-Action ModelsLong-Horizon Planning

  12. Echo-Memory: A Controlled Study of Memory in Action World Models

    Jun 8, 2026Wayne King, Zeyue Xue, Yuxuan Bian +13Cognitive MemoryWorld Models

  13. Memory Beyond Recall: A Dual-Process Cognitive Memory System for Self-Evolving LLM Agents

    Jun 8, 2026Tianxiang Fei, Mingyang Song, Mao Zheng +1Agent MemoryCognitive Science

  14. H2HMem: A Multimodal Memory Benchmark for Agents in Human-Human Interactions

    Jun 8, 2026Shiping Zhu, Yibo Yang, Zhengyang Wang +3Multimodal MemoryAgent Memory

  15. Precision Is Not Faithfulness: Coverage-Aware Evaluation of Grounded Generation with a Complete Oracle

    Jun 8, 2026Juan S. SantillanaExplanation FaithfulnessFaithfulness

  16. Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory

    Jun 8, 2026Haoran Sun, Wenjie Li, Yujie Zhang +8Agent MemoryExperience

  17. Generating in the Limit with Infinitely Many Hallucinations

    Jun 8, 2026Irene Strauss, Alexandra Butoi, Ryan CotterellInfinite-Width Gaussian LimitRetrieval Recall

  18. Operationalizing Linguistic Methods through Prompt-Engineering Skills: An Automatic Chinese Web Neologism Detection Pipeline

    Jun 7, 2026Yufeng Wu, Meichun LiuNeologismsLinguistics

  19. ConMem: Structured Memory-Guided Adaptation in Training-Free Multi-Agent Systems

    Jun 7, 2026Zhixun Tan, Qiang Chen, Tairan Huang +2Multi-Agent SystemsHierarchical Graph Memory

  20. From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory

    Jun 7, 2026Yishuo Cai, Xingyu Guo, Xuancheng Huang +8Large Language Model AgentsAgent Memory

  21. Towards Long-Horizon Vessel Trajectory and Destination Forecasting with Reasoning Large Language Models

    Jun 7, 2026Hongwei Wang, Miao Zhou, Fengde Wang +10Trajectory PredictionMaritime Navigation

  22. From Regulatory Approvals to Patents: Cross-Domain Linking for Cardiovascular Device Traceability

    Jun 6, 2026Yang Qingqing, Liu Haijiang, Li MoyanPatentReal-World Clinical Workflows

  23. MechLens: Late Crystallization of Factual Knowledge Explains Intervention Effectiveness in Language Models

    Jun 6, 2026Xueping GaoFactual RecallHallucination Mitigation

  24. MemToolAgent: Leveraging Memory for Tool Using Agents Based on Environment and User Feedback

    Jun 6, 2026Suleyman Armagan Er, Danilo Ribeiro, Yogesh Virkar +5Agent MemoryTool

  25. MemDreamer: Decoupling Perception and Reasoning for Long Video Understanding via Hierarchical Graph Memory and Agentic Retrieval Mechanism

    Jun 5, 2026Cong Chen, Guo Gan, Kaixiang Ji +7Video UnderstandingLarge Vision Language Models

  26. Position: Hippocampal Explicit Memory Is the Cornerstone for AGI

    Jun 5, 2026Sangjun ParkCognitive ScienceExplicit Memory

  27. M3^3Exam: Benchmarking Multimodal Memory for Realistic User-Agent Interactions

    Jun 5, 2026Zhengjun Huang, Wenxuan Liu, Zhoujin Tian +6Multimodal MemoryModality Gap

  28. An Adaptive Data cleaning Framework for Noisy Label Detection

    Jun 5, 2026Chen-Hsuan Fang, Wei-Hsinag Chen, Pin-Hsuan Yu +2Noisy LabelsFeature Space

  29. MMLongEmbed: Benchmarking Multimodal Embedding Models in Long-Context Scenarios

    Jun 5, 2026Haitian Wang, Ruoxi Sun, Quantong Qiu +5Multimodal EmbeddingsMultimodal Memory

  30. AdMem: Advanced Memory for Task-solving Agents

    Jun 5, 2026Runzhe Wang, Huilin Lu, Shengjie Liu +2Agent MemoryLong-Term Memory

  31. Diagnosing Evidence Utilization in Long-Context and Retrieval-Augmented Language Models under Matched Evidence Conditions

    Jun 4, 2026Haizhou XiaRelation-Conditioned Evidence EncoderRetrieval Recall

  32. Agent Memory: Characterization and System Implications of Stateful Long-Horizon Workloads

    Jun 4, 2026Yasmine Omri, Ziyu Gan, Zachary Broveak +6Agent MemoryInteraction History

  33. TokenMizer: Graph-Structured Session Memory for Long-Horizon LLM Context Management

    Jun 4, 2026Shweta MishraFactual RecallModel Context Protocol

  34. AIS-Based Vessel Trajectory Prediction Using Memory-Augmented Neural Networks

    Jun 4, 2026Wonmo Koo, Sanha Chang, Heeyoung KimTrajectory PredictionMaritime Navigation

  35. TOKI: A Bitemporal Operator Algebra for Contradiction Resolution in LLM-Agent Persistent Memory

    Jun 4, 2026Ziming WangLong-Term Conversational MemoryDeterministic

  36. Beyond Semantic Organization: Memory as Execution State Management for Long-Horizon Agents

    Jun 4, 2026Yaoqi Chen, Haibin Lai, Yuru Feng +12Long-Horizon AgentsAgent Memory

  37. When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents

    Jun 4, 2026Lingxiang Xu, Jiaoyun Yang, Min Hu +2Long-Term MemoryPersonalization

  38. Beyond Similarity: Trustworthy Memory Search for Personal AI Agents

    Jun 4, 2026Jiawen Zhang, Kejia Chen, Jiachen Ma +7Agent MemoryLong-Term Memory

  39. EMBER: Efficient Memory via Budgeted Evidence Retention for Long-Horizon Agents

    Jun 4, 2026Yilong Li, Suman Banerjee, Tong CheRetrieval RecallToken Budgets

  40. ProSPy: A Profiling-Driven SQL-Python Agentic Framework for Enterprise Text-to-SQL

    Jun 4, 2026Zhaorui Yang, Huawei Zheng, Sen Yang +14Text-To-SqlComplex Query Answering

  41. Can LLMs Be Constrained to the Past? Improving Knowledge Cutoff through Recall-Based Prompting

    Jun 4, 2026Michiro Asai, Ailiang Lin, Yu Kishimoto +4Factual Recall

  42. MARDoc: A Memory-Aware Refinement Agent Framework for Multimodal Long Document QA

    Jun 4, 2026Kaifeng Chen, Hongtao Liu, Qiyao Peng +4Multimodal DocumentsAgentic Retrieval

  43. AdaMEM: Test-Time Adaptive Memory for Language Agents

    Jun 4, 2026Yunxiang Zhang, Yiheng Li, Ali Payani +1Agent MemoryMultilingual Agents

  44. FIDES: Faithful Inference via Deep Evidence Signals for Retrieval-Memory Conflict in RAG

    Jun 4, 2026Zhe Yu, Wenpeng Xing, Tiancheng Zhao +3Contrastive DecodingRetrieval-Augmented Generation Systems

  45. ArcANE: Do Role-Playing Language Agents Stay in Character at the Right Time?

    Jun 4, 2026Woojung Song, Nalim Kim, Sangjun Song +3Role-Playing AgentsCharacterization

  46. Self-supervised User Profile Generation for Personalization

    Jun 3, 2026Clark Mingxuan Ju, Yuwei Qiu, Tong Zhao +1ProfilePersonalization

  47. Personal AI Agent for Camera Roll VQA

    Jun 3, 2026Thao Nguyen, Krishna Kumar Singh, Donghyun Kim +2Visual MemoryArtificial Intelligence Assistants

  48. GOPAgen: Motion-Aware and Efficient Agentic Long-Video Understanding with Structural Memory and Hierarchical Reasoning

    Jun 3, 2026Haozhe Chi, Yang Jin, Yadong MuAgentic Video GenerationVideo Question Answering

  49. Anomaly Detection for Electro-Hydrostatic Actuators using LSTM Autoencoder

    Jun 3, 2026Nehal Afifi, Abdelmonem Elhendawi, Felix Leitenberger +2Anomaly DetectionMasked Autoencoders

  50. M3^3Eval: Multi-Modal Memory Evaluation through Cognitively-Grounded Video Tasks

    Jun 3, 2026Jie Huang, Ruixun Liu, Sirui Sun +4Multimodal MemoryVideo Understanding

  51. PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents

    Jun 3, 2026Yubo Hou, Jingwei Song, Hongbo Zhang +4Agent MemoryPersona

  52. LifeSide: Benchmarking Agents as Lifelong Digital Companions

    Jun 3, 2026Yuqian Wu, Zhijie Deng, Wei Chen +8Artificial Intelligence CompanionsConversational Benchmarks

  53. SinkRec: Mitigating Semantic State Sink in Long Sequence Recommendation with Memory-Conditioned Gated Delta Networks

    Jun 3, 2026Zhuang Zhuang, Zhipeng Wei, Ji Dai +4Recurrent StateLong-Term Memory

  54. RAMPART: Registry-based Agentic Memory with Priority-Aware Runtime Transformation

    Jun 3, 2026Nikodem TomczakAgent MemoryVram

  55. Temporal Order Matters for Agentic Memory: Segment Trees for Long-Horizon Agents

    Jun 3, 2026Yifan Simon Liu, Liam Gallagher, Faeze Moradi Kalarde +3Agent MemoryRelevance

  56. HMARS: A Hierarchical Multi-Agent Memory System for Long-Context Reasoning

    Jun 3, 2026Zeju Li, Ziyang Zheng, Yizhou Zhou +1Contextual ReasoningAgent Memory

  57. ANN Search: Recall What Matters

    Jun 3, 2026Dimitris Dimitropoulos, Nikos MamoulisApproximate Nearest-Neighbor SearchSearch Algorithms

  58. Episodic Memory Temporal Consistency for Cooperative Multi-Agent Reinforcement Learning

    Jun 3, 2026Zicheng Zhao, Yu Lan, Chengzhengxu Li +2Multi-Agent Reinforcement LearningEpisodic Experiences

  59. MemoryDocDataSet: A Benchmark for Joint Conversational Memory and Long Document Reasoning

    Jun 3, 2026Qiyang Xie, Jialun Wu, Xinjie He +4Long-Term Conversational MemoryTable Reasoning Datasets

  60. What If Prompt Injection Never Left? Exploring Cross-Session Stored Prompt Injection in Agentic Systems

    Jun 3, 2026Yuanbo Xie, Tianyun Liu, Yingjie Zhang +4Indirect Prompt InjectionAgentic Systems