Memory-Augmented Neural Networks

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10 papers in the last four weeks, up 100% on the four weeks before. 0.1% of all new papers.

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

    Jun 23, 2026Mohamad Alansari, Yonathan Michael, Hasan AlMarzouqi +3Memory-Augmented Neural NetworksVisual Object Tracking

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

  2. Parallel Manifold Steering: Efficient Adaptation of Large Associative Memories via Residual Energy Shaping

    Jun 23, 2026Kanishk AwadhiyaMemory-Augmented Neural NetworksTransformer Attention

    Independent Researcher

  3. Repeated Shared Access Enables Grokking, but Edit Propagation Depends on an Addressable Memory

    Jun 17, 2026Yanan NiuMemory-Augmented Neural NetworksKnowledge Editing

    Kuaishou Technology

  4. When the Past Matters: FlashBack Memory for Precipitation Nowcasting

    Jun 15, 2026Yuhao Du, Boxiao Huang, Chengrong Wu +1Memory-Augmented Neural NetworksPrecipitation Forecasting

    College of Atmospheric Sciences, Lanzhou University, Lanzhou 730000, China · Fuqua School of Business, Duke University, North Carolina 27705, USA · Department of Computer Science, University of Manchester, Manchester M139PL, UK

  5. The Reservoir Attention Network: Cross-Pass State in Pretrained Transformers via Content-Addressable Reservoir Injection

    Jun 14, 2026Emma LeonhartMemory-Augmented Neural NetworksPersistent Memory for Language Models

  6. How Much Memory Do We Need? Adaptive Memory Gate for Neural Operators

    Jun 11, 2026Jihyeon Hur, Yongseok Kwon, Min-Gi Jo +2Memory-Augmented Neural NetworksFourier Neural Operator

    1KAIST, Republic of Korea.

  7. MemNovo: Look Back at the Spectrum for Balanced De Novo Peptide Sequencing from Mass Spectrometry

    Jun 10, 2026Dongxin Lyu, Jingbo Zhou, Hongxin Xiang +2Memory-Augmented Neural NetworksTransformer Inference

    Westlake University Hangzhou, Zhejiang, China · Hunan University Changsha, Hunan, China · Shanghai Artificial Intelligence Laboratory Shanghai, China +1

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

    Jun 4, 2026Wonmo Koo, Sanha Chang, Heeyoung KimMemory-Augmented Neural NetworksVessel Trajectory Prediction

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

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

    Jun 3, 2026Zhuang Zhuang, Zhipeng Wei, Ji Dai +4Memory-Augmented Neural NetworksSequential Recommendation

    Kuaishou Technology, Beijing, China · Beijing University of Posts and Telecommunications, Beijing, China · Independent Researcher

  10. RowNet: A Memory Transformer for Tabular Regression

    Jun 3, 2026Askat Rakhymbekov, Gulshat MuhametjanovaMemory-Augmented Neural NetworksTabular Regression

    Department of Applied Mathematics and Informatics Kyrgyz-Turkish Manas University Bishkek, Kyrgyzstan · Department of Applied Mathematics and Informatics2026 Kyrgyz-Turkish Manas University Bishkek, KyrgyzstanJun

  11. SHARP: Sleep-based Hierarchical Accelerated Replay for Long Range Non-Stationary Temporal Pattern Recognition

    May 30, 2026Jayanta Dey, Shikhar Srivastava, Itamar Lerner +2Memory-Augmented Neural NetworksContinual Learning

    University of Texas at San Antonio, USA · University of Rochester, USA

  12. Tensor Memory: Fixed-Size Recurrent State for Long-Horizon Transformers

    May 26, 2026Kabir Swain, Sijie Han, Daniel Karl I. Weidele +2Memory-Augmented Neural NetworksMemory-Augmented Language Models

    Massachusetts Institute of Technology, Cambridge, MA, USA · University of Toronto, Toronto, Canada · IBM Research, Cambridge, MA, USA

  13. What Training Data Teaches RL Memory Agents: An Empirical Study of Curriculum Effects in Memory-Augmented QA

    May 21, 2026Xinjie He, Zhiyuan Lin, Su Liu +4Memory-Augmented Neural NetworksCurriculum RL

    Columbia University · Independent Researcher · Johns Hopkins University +1

  14. Tensor Cache: Eviction-conditioned Associative Memory for Transformers

    May 21, 2026Kabir Swain, Sijie Han, Daniel Karl I. Weidele +2Memory-Augmented Neural NetworksSelf-Attention

    Massachusetts Institute of Technology, Cambridge, MA, USA · University of Toronto, Toronto, Canada · IBM Research, Cambridge, MA, USA

  15. KairosHope: A Next-Generation Time-Series Foundation Model for Specialized Classification via Dual-Memory Architecture

    May 18, 2026Luis Balderas, José Alberto Rodríguez, Miguel Lastra +2Memory-Augmented Neural NetworksTime Series Classification

    Department of Computer Science and Artificial Intelligence · DiCITS, iMUDS, DaSCI · Advanced Medical Imaging Group, Instituto de Investigación Biosanitaria de Granada (ibs.Granada) +3

  16. Attend Locally, Remember Linearly: Linear Attention as Cross-Frame Memory for Autoregressive Video Diffusion

    May 15, 2026Kunyang Li, Mubarak Shah, Yuzhang ShangMemory-Augmented Neural NetworksVideo Diffusion Models

    Institute of Artificial Intelligence, University of Central Florida

  17. QLAM: A Quantum Long-Attention Memory Approach to Long-Sequence Token Modeling

    May 13, 2026Hoang-Quan Nguyen, Sankalp Pandey, Khoa LuuMemory-Augmented Neural NetworksHybrid Quantum-Classical ML

    Department of Electrical Engineering and Computer Science, University of Arkansas, AR · Quantum AI Lab, University of Arkansas, AR

  18. Phasor Memory Networks: Stable Backpropagation Through Time for Scalable Explicit Memory

    May 13, 2026Sungwoo Goo, Hwi-yeol Yun, Sangkeun JungMemory-Augmented Neural NetworksMemory-Augmented Language Models

    College of Pharmacy Chungnam National University Daejeon, South Korea · Department of Computer Science & Engineering Chungnam National University Daejeon, South Korea

  19. PaMM: Periodic Motif Memory for Atomistic Models with an Explicit Local-Structure Interface

    May 13, 2026Ryan DongMemory-Augmented Neural NetworksMachine Learning Interatomic Potentials

    Independent Research

  20. McCast: Memory-Guided Latent Drift Correction for Long-Horizon Precipitation Nowcasting

    May 13, 2026Penghui Wen, Yu Luo, Lintao Wang +4Memory-Augmented Neural NetworksPrecipitation Forecasting

    School of Computer Science, The University of Sydney, Australia · School of Life and Environmental Science, The University of Sydney, Australia

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

    May 13, 2026Jinghao Wang, Qiyuan He, Chunbin Gu +1Memory-Augmented Neural NetworksImage Generation

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

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

    May 11, 2026Lungchuan ChenMemory-Augmented Neural NetworksMemory-Augmented Language Models

    MusubiAI

  23. Queryable LoRA: Instruction-Regularized Routing Over Shared Low-Rank Update Atoms

    May 8, 2026Omatharv Bharat Vaidya, Connor T. Jerzak, Nhat Ho +1Memory-Augmented Neural NetworksAdapter Tuning

    Department of Computer Science University of Texas at Austin · Department of Government University of Texas at Austin · University of Texas at Austin

  24. The Dynamic Gist-Based Memory Model (DGMM): A Memory-Centric Architecture for Artificial Intelligence

    May 4, 2026Terry Dorsey, Kevin HugginsMemory-Augmented Neural NetworksLLM Interpretability

    Harrisburg University of Science and Technology, USA

  25. Graph Memory Transformer (GMT)

    Apr 26, 2026Nicola Zanarini, Niccolò Ferrari, Evelina LammaMemory-Augmented Neural NetworksTransformer FFNs

    Bonfiglioli Engineering s.r.l. · Department of Engineering, University of Ferrara, Via Saragat 1, 44122 Ferrara, Italy · NAIS s.r.l., Via Maria Callas 4, 40131 Bologna, Italy

  26. A Parametric Memory Head for Continual Generative Retrieval

    Apr 25, 2026Kidist Amde Mekonnen, Yubao Tang, Maarten de RijkeMemory-Augmented Neural NetworksLLM Memory

    University of Amsterdam Amsterdam, The Netherlands

  27. Universal Transformers Need Memory: Depth-State Trade-offs in Adaptive Recursive Reasoning

    Apr 23, 2026Grigory SapunovMemory-Augmented Neural NetworksRecurrent Transformers

    Intento

  28. Seeing Further and Wider: Joint Spatio-Temporal Enlargement for Micro-Video Popularity Prediction

    Apr 22, 2026Dali Wang, Yunyao Zhang, Junqing Yu +3Social Media AnalysisMemory-Augmented Neural Networks

    Huazhong University of Science and Technology Wuhan, China · La Trobe University Melbourne, Australia · Beijing Institute of Computer Technology and Applications Beijing, China

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

    Apr 20, 2026Xuzhi Wang, Xinran Wu, Ziping Zhao +2Memory-Augmented Neural NetworksDepression Detection

    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

  30. RAM-Net: Linear-Time Sequence Modeling with Sparsely Addressable State

    Feb 12, 2026Kaicheng Xiao, Haotian Li, Liran Dong +1Memory-Augmented Neural NetworksLong-Context Language Modeling

    The Chinese University of Hong Kong