Memory-Augmented Framework

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  1. Memorizon: Training World Models Beyond Their Context Window

    Sep 30, 2026Tingting Liao, Xuezhi Liang, Hao Li +1Memory-Augmented FrameworkLong-Term Memory

    IFM, MBZUAI · MBZUAI

  2. Auditing Patient Privacy in Medical Generative Models: Scalable Memorization Detection with DeepSSIM++

    Sep 3, 2026Antonio Scardace, Francesco Guarnera, Sebastiano Battiato +1Medical Image GenerationGenerative Models

    University of Catania, Department of Mathematics and Computer Science, Catania, Italy

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

    Aug 31, 2026Tong Yuan, Chengxi Liao, Zeyi WenSpeculative DecodingMemory-Augmented Framework

    Data Science and Analytics Thrust, Information Hub, The Hong Kong University of Science and Technology (Guangzhou)

  4. 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-IdentificationRgbt

    Dalian University of Technology Dalian, China

  5. EvoMem: Memory-Augmented Evolution for Code Optimization

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

    AXXX, Moscow, Russia · Applied AI Institute, Moscow, Russia · Lomonosov Moscow State University, Moscow, Russia

  6. MixFormer: Linear Transformer with Mixture of Memory Experts

    Aug 10, 2026Yu Guo, Lei DuanKimi Delta AttentionEfficient Long-Context Inference

    School of Computer Science, Sichuan University Chengdu, China · School of Artificial Intelligence, Sichuan University Chengdu, China

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

    Aug 9, 2026Caijun Yan, Yang Zhou, Meixing Shi +4Long Video Question AnsweringVideo Understanding

    1Zhejiang University · 2Shanghai AI Laboratory

  8. Distractor-Aware Truncation: Disentangling Context-Length Effects from Signal Loss in Long-Context LLM Benchmarks

    Aug 4, 2026Mohsen ArjmandiContext LengthLarge Language Model Memory

    evolutionID GmbH

  9. Maglev: Sliding Recurrent Memory

    Aug 3, 2026Bo Liu, Qiang LiuRecurrent ModelMemory-Augmented Framework

    The University of Texas at Austin

  10. Memory-Augmented Multimodal Large Language Models for Small Object Understanding in Streaming Aerial Videos

    Jul 22, 2026Penglei Sun, Yehua Huang, Zhuoli Tao +8Aerial DatasetMultimodal Large Language Models

    Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · University of Freiburg, Freiburg, German · Hangzhou City University, Hangzhou, China +3

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

    Jul 22, 2026Xudong Ouyang, Wenlun Zhang, Yimin Xu +2Efficient Semantic SegmentationSegment Anything Model

    School of Biomedical Engineering, Hainan University, Hainan 570228, China · Department of Electronics and Electrical Engineering, Keio University, Kanagawa 223-8522, Japan · College of Computer Science, Shenyang Aerospace University, Shenyang 110135, China +1

  12. Long-Context Fine-Tuning with Limited VRAM

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

    BMW Group

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

    Jul 15, 2026Na Li, Boyu Kuang, Hongsheng Hu +4Synthetic DataSynthetic Training Data

    Nanjing University of Science and Technology, China · The University of Newcastle, Australia · Southeast University, China +2

  14. Speculate with Memory: Lossless Acceleration for LLM Agents

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

    Salesforce Research

  15. GAE: Graph-Augmented Evolution for Scientific Discovery via Reinforcement Optimization

    Jul 11, 2026Xuanzhou Chen, Taoli ChengEvolutionary SearchEvolutionary Optimization Methods

    Shanghai Academy of AI for Science, Shanghai, China · School of Electrical and Computer Engineering, Georgia Institute of Technology, Georgia, Unites States.

  16. PanoWorld: Real-World Panoramic Generation

    Jul 10, 2026Haoyuan Li, Dizhe Zhang, Yuemei Zhou +7Omnidirectional ImagesVideo World Models

    1Insta360 Research · Institute of Automation Chinese Academy of Sciences · 3Tsinghua University +2

  17. MemPose: Category-level Object Pose Estimation with Memory

    Jul 6, 2026Xiao Lin, Minghao Zhu, Yun Peng +4Category-Level Object Pose EstimationMemory-Augmented Framework

    Tongji University, Shanghai, China · State Key Laboratory of Autonomous Intelligent Unmanned Systems

  18. Present but Not Remembered: Auditing How Frozen VLAs Encode, Deploy, and Steer Visual History

    Jul 3, 2026Chih-Ting Liao, Xin CaoFrozen Vision-Language ModelsMemory-Augmented Framework

    University of New South Wales

  19. Anchored or Drifting: What Recursive Self-Generation Reveals About Training Data

    Jun 30, 2026Wojciech Łapacz, Stanisław PawlakMembership InferenceGenerative Models

    Warsaw University of Technology

  20. SENTRY: SAM2-Enhanced Neighbor-Aware and Temporally Reasoned Memory for Visual Tracking

    Jun 23, 2026Mohamad Alansari, Yonathan Michael, Hasan AlMarzouqi +3Multi-Object TrackingMemory-Augmented Framework

    Khalifa University, Abu Dhabi, UAE · University of Western Australia, Australia

  21. KEMO: Event-Driven Keyframe Memory for Long-Horizon Robot Manipulation with VLA Policies

    Jun 22, 2026Yihan Zeng, Minghao Ye, Yiyuan Chen +4Memory-Augmented FrameworkKeyframe Selection

    Hong Kong Embodied AI Lab · University of Electronic Science and Technology of China · Shanghai Jiao Tong University +1

  22. Compressing History into Memory: Distilling Transformers into Recurrent Transformers

    Jun 19, 2026Philippe Weinzaepfel, Christian Wolf, Mert Bülent Sariyildiz +2Recurrent ModelSpatio-Temporal Transformers

    Naver Labs Europe, Meylan, France

  23. Mem-World: Memory-Augmented Action-Conditioned World Models for Persistent Robot Manipulation

    Jun 17, 2026Zirui Zheng, Jiaqian Yu, Xiongfeng Peng +7Efficient World-Action ModelRobotic Manipulation

    1Dalian University of Technology · 2Samsung R&D Institute China-Beijing (SRCB), China

  24. Knowledge Graph Enhanced Memory-Augmented Retrieval for Long Context Modeling

    Jun 12, 2026Ghadir Alselwi, Basem Suleiman, Hao Xue +4Efficient Long-Context InferenceMemory-Augmented Framework

    University of New South Wales, Sydney, NSW, Australia · 2Hong Kong University of Science and Technology (Guangzhou) · University of Southampton, Southampton, UK +2

  25. Recalling Too Well: Sycophancy Evaluation and Mitigation in Memory-Augmented Models

    Jun 9, 2026Shelly Bensal, Axel Magnuson, Aparna Balagopalan +1SycophancyLarge Language Model Memory

    Writer, Inc.

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

    Jun 4, 2026Wonmo Koo, Sanha Chang, Heeyoung KimMaritime NavigationAutomatic Identification System

    Department of Industrial and Systems Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea.

  27. Retrieve What's Missing: Coverage-Maximizing Retrieval for Consistent Long Video Generation

    Jun 1, 2026Minseok Joo, Dogyun Park, Taehoon Lee +2Autoregressive Video GenerationLong Video Generation

    Korea University · KAIST

  28. OmniMem: Scalable and Adaptive Memory Retrieval for Long Video Generation

    May 28, 2026Lin Zhao, Yushu Wu, Yifan Gong +2Autoregressive Video GenerationLong Video Generation

    Northeastern University · Adobe Research

  29. MATE: Solving Contextual Markov Decision Processes with Memory of Accumulated Transition Embeddings

    May 17, 2026Himchan Hwang, Hyeokju Jeong, Gene Chung +3Markov Decision ProcessesMarkov

    Seoul National University · Saige · Ulsan National Institute of Science and Technology (UNIST)

  30. Memory-Augmented Query Intent Understanding for Efficient Chat-based Image Retrieval

    May 17, 2026Xianke Chen, Daizong Liu, Yushuo Lou +5Composed Image RetrievalKnowledge-Based Visual Question Answering

    School of Computer Science and Technology, and the School of Statistics and Mathematics, Zhejiang Gongshang University, Hangzhou 310035, China · the School of Computer Science and Technology, Zhejiang Gongshang University, and the Zhejiang Key Laboratory of Big Data and Future E-Commerce Technology, Hangzhou 310035, China

  31. Does Engram Do Memory Retrieval in Autoregressive Image Generation?

    May 13, 2026Jinghao Wang, Qiyuan He, Chunbin Gu +1Autoregressive Image GenerationMemory-Augmented Framework

    1The Chinese University of Hong Kong · 2National University of Singapore

  32. Automated Reformulation of Robust Optimization via Memory-Augmented Large Language Models

    May 12, 2026Jinbiao Chen, Shuang Jin, Guoyun Zhang +3Robust OptimizationMemory-Augmented Framework

    Department of Industrial Systems Engineering and Management, National University of Singapore · Department of Data and Systems Engineering, The University of Hong Kong · Institute of Operations Research and Analytics, National University of Singapore +1

  33. M4^4-SAM: Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient Object Detection

    May 12, 2026Jiyuan Liu, Jia Lin, Xiaofei Zhou +3Rgb-Thermal Object DetectionAmodal Segmentation

    Hangzhou Dianzi University, China · Shandong University, China · Anqing Normal University, China +1

  34. Mela: Test-Time Memory Consolidation based on Transformation Hypothesis

    May 11, 2026Lungchuan ChenMemory-Augmented FrameworkTest Time

    MusubiAI

  35. EquiMem: Calibrating Shared Memory in Multi-Agent Debate via Game-Theoretic Equilibrium

    May 10, 2026Yuqiao Meng, Luoxi Tang, Sakshi Sunil Narvekar +4Multi-Agent DebateMemory-Augmented Framework

    Binghamton University, State University of New York, Binghamton, NY, USA · University of Iowa, Iowa City, IA, USA

  36. GRC: Unifying Reasoning-Driven Generation, Retrieval and Compression

    May 9, 2026Zhongtao Miao, Qiyu Wu, Yoshimasa TsuruokaMemory-Augmented FrameworkQuestion-Answering Benchmarks

    The University of Tokyo · Tsuruoka Lab. · Independent Researcher

  37. StratMem-Bench: Evaluating Strategic Memory Use in Virtual Character Conversation Beyond Factual Recall

    Apr 29, 2026Yerong Wu, Tianxing Wu, Minghao Zhu +2Conversational MemoryMemory-Augmented Framework

    School of Computer Science and Engineering, Southeast University, China · 2Key Laboratory of New Generation Artificial Intelligence Technology and its Interdisciplinary Applications (Southeast University), Ministry of Education, China · 3Independent Researcher +1

  38. Beyond N-gram: Data-Aware X-GRAM Extraction for Efficient Embedding Parameter Scaling

    Apr 23, 2026Yilong Chen, Yanxi Xie, Zitian Gao +10Unigram TokenizerMemory-Augmented Framework

    Institute of Information Engineering, Chinese Academy of Sciences · School of Cyber Security, University of Chinese Academy of Sciences · IQuest Research +1

  39. Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data

    Apr 22, 2026Fengxian Dong, Zhi Zheng, Xiao Han +5Memory-Augmented FrameworkData Science Agents

    University of Science and Technology of China · Zhejiang University of Technology · Meituan

  40. Dual-Cluster Memory Agent: Resolving Multi-Paradigm Ambiguity in Optimization Problem Solving

    Apr 22, 2026Xinyu Zhang, Yuchen Wan, Boxuan Zhang +4Memory-Augmented FrameworkAgentic Memory

    School of Computer Science and Technology, Xi’an Jiaotong University · 2Ministry of Education Key Laboratory of Intelligent Networks and Network Security, China · 3Shaanxi Province Key Laboratory of Big Data Knowledge Engineering, China

  41. MA-DLE: Speech-based Automatic Depression Level Estimation via Memory Augmentation

    Apr 20, 2026Xuzhi Wang, Xinran Wu, Ziping Zhao +2DepressionDiscrete Speech Representations

    School of Computer and Information Engineering, Tianjin Normal University (TJNU), Tianjin 300387, China · Department of Automation, Tsinghua University, Beijing 100084, China · Chair of Health Informatics, Technical University of Munich, Munich, Germany +1

  42. MEMRES: A Memory-Augmented Resolver with Confidence Cascade for Agentic Python Dependency Resolution

    Apr 18, 2026Dao Sy Duy Minh, Tran Chi Nguyen, Trung Kiet Huynh +3Memory-Augmented FrameworkConfidence Estimation

    Faculty of Information Technology University of Science Vietnam National University Ho Chi Minh City, Vietnam

  43. Event-Centric World Modeling with Memory-Augmented Retrieval for Embodied Decision-Making

    Apr 8, 2026Zhaowen Fan, Rongchao Zhang, Yunxiang HanEmbodied AgentsAutonomous Agents

    School of Computer Science, Sichuan University, Chengdu 610065, China

  44. Retrieval-Augmented LLM Agents: Learning to Learn from Experience

    Mar 18, 2026Thomas Palmeira Ferraz, Romain Deffayet, Vassilina Nikoulina +2Large Language Model AgentsMemory-Augmented Framework

    NAVER LABS Europe, Meylan, France

  45. Models Designed to Forget: Machine Unlearning via Key Deletion

    Mar 16, 2026Sonia Laguna, Jorge da Silva Goncalves, Moritz Vandenhirtz +3Machine UnlearningVision Foundation Models

    Department of Computer Science, ETH Zurich, Switzerland

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

    Jan 9, 2026Zhiyu Shen, Ziming Wu, Fuming Lai +2Long-Term MemoryMemory-Augmented Framework

    School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China · Tencent Inc.

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

    Dec 3, 2025Yijun LiaoEfficient Long-Context InferenceMemory-Augmented Framework