Hopfield Networks

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Latest papers 38

3 papers in the last four weeks, down 40% on the four weeks before. 0.0% of all new papers.

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  1. On the Statistical Mechanics of Attention

    Oct 12, 2026Jerry Yao-Chieh Hu, Yu-An Chen, Maojiang Su +1Transformer AttentionAttention Mechanisms

    Center for Foundation Models and Generative AI, Northwestern University Department of Computer Science, Northwestern University · Department of Computer Science, College of Connected Computing, Vanderbilt University · Department of Physics, National Taiwan University +1

  2. Bias-Induced Crossover in Absolute Capacity of Dense Associative Memory

    Sep 15, 2026Yuto Sakurai, Takeaki Shimokawa, Kazunori Iwata +1Hopfield NetworksAssociative Memory

    Graduate School of Information Sciences, Hiroshima City University, 3-4-1 Ohtsuka-higashi, Asaminami-ku, Hiroshima 731-3194, Japan · RIKEN Center for Advanced Intelligence Project and The University of Tokyo

  3. Information Geometric Self-Organization at the Edge of Stability in High-Capacity Kernel Associative Memories

    Sep 15, 2026Akira TamamoriInformation GeometryEdge of Stability

    Faculty of Information Science, Aichi Institute of Technology, Aichi, 470-0392, Japan

  4. Geometry of learning dynamics: Gradient descent versus natural gradient on the ridge of optimization

    Sep 15, 2026Akira TamamoriInformation GeometryGradient Descent

    Faculty of Information Science, Aichi Institute of Technology 1247 Yachigusa, Yakusa-cho, Toyota-shi, Aichi 470-0392, Japan

  5. Hierarchical Prototype Emergence in Modern Hopfield Models

    Sep 10, 2026Aditya Cowsik, Adithya SriramNeural Network GeneralizationHopfield Networks

    Department of Physics, Stanford University, Stanford, CA 94305, USA

  6. Phases in a class of associative memories via hidden neurons

    Sep 10, 2026Toshihiro Ota, Masato TakiPhase TransitionsHopfield Networks

    CyberAgent AI Lab, Shibuya, Tokyo 150–0002, Japan · RIKEN iTHEMS, Wako, Saitama 351–0198, Japan · Graduate School of Artificial Intelligence and Science, Rikkyo University, Toshima, Tokyo 171–8501, Japan

  7. Memory as an Energy Landscape---Hopfield

    Sep 2, 2026Nima DehghaniHopfield NetworksAssociative Memory

    McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA · The NSF AI Institute for Artificial Intelligence and Fundamental Interactions (IAIFI), Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA

  8. Synthesis of Hopfield Neural Network: Novel Results

    Aug 26, 2026Garimella Rama MurthyHopfield NetworksDynamical Systems

    Professor, Department of Computer Science, Mahindra University, Bahadurpally, Hyderabad, India

  9. Basin-Preserving Discretizations of Modern Hopfield Retrieval Dynamics: Energy Cells, Dissipation, and the Attention Limit

    Aug 21, 2026Francisco R. VillatoroHopfield NetworksDynamical Systems

    Dept. de Lenguajes y Ciencias de la Computación, Universidad de Málaga, Spain

  10. High-Capacity Generalized Hopfield Networks

    Aug 8, 2026Victor GalitskiHopfield NetworksAssociative Memory

    Joint Quantum Institute, Department of Physics, University of Maryland, College Park, MD 20742, USA

  11. New Synchronous Computation Dynamics for Hopfield Networks

    Jul 30, 2026Francisco Requena-Domínguez, Rafaela Benítez-Rochel, Ezequiel López-RubioNeural Network OptimizationHopfield Networks

    Department of Computer Languages and Computer Science University of Málaga Bulevar Louis Pasteur 35, 29071 Málaga, Spain · ITIS Software, University of Málaga C/ Arquitecto Francisco Peñalosa 18, 29010 Málaga, Spain

  12. Free energy landscape of Dense Associative Memory

    Jul 21, 2026Sumedha, Abhishek SinghFree Energy CalculationNeural Network Memorization

    School of Physical Sciences, National Institute of Science Education and Research, Bhubaneswar, P.O. Jatni, 752050, India · 2Homi Bhabha National Institute, Training School Complex, Anushakti Nagar 400094, India

  13. Robust Auto-associative Memory via Convolutional Restricted Hopfield Networks

    Jun 11, 2026Ci Lin, Tet Yeap, Iluju KiringaAdversarial RobustnessHopfield Networks

    Electrical Engineering and Computer Science University of Ottawa

  14. Hyperbolic Neural Population Geometry Benefits Computation

    Jun 8, 2026Dennis Wu, Yi-Chun Hung, Braden Yuille +2Neural Representation GeometryNeural Processes

    Department of Computer Science, Northwestern University · Center for Foundation Models and Generative AI, Northwestern University · Integrated Science Program, Northwestern University +3

  15. Optimizing Energy-based Neural Network Training with Coherent Ising Machine

    Jun 8, 2026Chen-Rui Fan, Bo Lu, Zhi-Hong Zhang +3Equilibrium PropagationNeural Network Optimization

    School of Artificial Intelligence, Beijing Normal University, Beijing, 100875, China. · Laboratory for Advanced Computing and Intelligence Engineering, Information Engineering University, Zhengzhou, 450001, China. · China Mobile (Suzhou) Software Technology Company Limited, Suzhou, 215163, China.

  16. Hybridizing Equilibrium Propagation with Ising Machines for Efficient Energy-Based Learning

    Jun 8, 2026Chen-Rui Fan, Bo Lu, Xing-Yu Wu +2Equilibrium PropagationHopfield Networks

    School of Artificial Intelligence, Beijing Normal University, Beijing 100875, China · Laboratory for Advanced Computing and Intelligence Engineering, Information Engineering University, Zhengzhou 450001, China · School of Physical Science and Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China

  17. Continual Learning in Modern Hopfield Networks with an Application to Diffusion Models

    May 27, 2026Ken Takeda, Masafumi Oizumi, Ryo KarakidaHopfield NetworksReplay-Based Continual Learning

    Graduate School of Arts and Science, The University of Tokyo, Tokyo, Japan · Artificial Intelligence Research Center, AIST, Tokyo, Japan

  18. Beyond Fixed Points: Superpolynomial Capacity of Asymmetric Hopfield Networks

    May 23, 2026Aakash Kumar, Anatoly Khina, Frederik Mallmann-Trenn +1Dynamical SystemsHopfield Networks

    COATI, CNRS, Inria, I3S, Université Côte d’Azur, France · School of Electrical and Computer Engineering, Tel Aviv University, Israel · Department of Informatics, King’s College London, UK +1

  19. Efficient event-driven retrieval in high-capacity kernel Hopfield networks

    May 7, 2026Akira TamamoriHopfield NetworksNeuromorphic Computing

    Faculty of Information Science, Aichi Institute of Technology 1247 Yachigusa, Yakusa-cho, Toyota-shi, Aichi 470-0392, Japan

  20. HoReN: Normalized Hopfield Retrieval for Large-Scale Sequential Model Editing

    May 2, 2026Yuan Fang, Yi Xie, Xuming RanKnowledge EditingMemory-Augmented Language Models

    1IXL Learning, Inc · 2Technical University of Munich · 3National University of Singapore

  21. Geometric and dynamical analysis of attractor boundaries and storage limits in kernel Hopfield networks

    May 1, 2026Akira TamamoriDynamical SystemsNeural Representation Geometry

    Faculty of Information Science, Aichi Institute of Technology 1247 Yachigusa, Yakusa-cho, Toyota-shi, Aichi 470-0392, Japan

  22. Emergent Self-Attention from Astrocyte-Gated Associative Memory Dynamics

    Apr 28, 2026Arnau Vivet, Alex ArenasSoftmax AttentionDynamical Systems

    1Departament d’Enginyeria Inform`atica i Matem`atiques, Universitat Rovira i Virgili, 43007 Tarragona, Spain · 2Complexity Science Hub Vienna, Metternichgasse 8, 1030 Vienna, Austria

  23. Learning Hippo: Multi-attractor Dynamics and Stability Effects in a Biologically Detailed CA3 Extension of Hopfield Networks

    Apr 22, 2026Daniele Corradetti, Renato CorradettiDynamical SystemsNeural Processes

    Grupo de Física Matemática Instituto Superior Técnico Av. Rovisco Pais, 1049-001 Lisboa, Portugal · Dipartimento di Neuroscienze, Psicologia, Area del Farmaco e Salute del Bambino (NEUROFARBA) Università di Firenze, Italy22

  24. Quantization robustness from dense representations of sparse functions in high-capacity kernel associative memory

    Apr 22, 2026Akira TamamoriNeural Representation GeometryHopfield Networks

    Faculty of Information Science, Aichi Institute of Technology 1247 Yachigusa, Yakusa-cho, Toyota-shi, Aichi 470-0392, Japan

  25. Validated Synthetic Patient Generation for Small Longitudinal Cohorts: Coagulation Dynamics Across Pregnancy

    Apr 8, 2026Jeffrey D. Varner, Maria Cristina Bravo, Carole McBride +2Synthetic Data GenerationSynthetic Tabular Data Generation

    Robert F. Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14850 · Department of Biochemistry, The Robert Larner, M.D. College of Medicine, University of Vermont Medical Center, Burlington, VT 05401 · Department of Obstetrics, Gynecology, and Reproductive Sciences, The Robert Larner, M.D. College of Medicine, University of Vermont Medical Center, Burlington, VT 05401

  26. Geometric Entropy and Retrieval Phase Transitions in Continuous Thermal Dense Associative Memory

    Apr 8, 2026Tatiana Petrova, Evgeny Polyachenko, Radu StateAssociative MemoryHopfield Networks

    Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, 29 Avenue J.F. Kennedy, L-1855 Luxembourg.

  27. Energy-Based Dynamical Models for Neurocomputation, Learning, and Optimization

    Apr 6, 2026Arthur N. Montanari, Francesco Bullo, Dmitry Krotov +1Energy-Based ModelsNeural Network Optimization

    Center for Network Dynamics and the Department of Physics & Astronomy, Northwestern University, Evanston, IL 60208, USA · Center for Control, Dynamical Systems, and Computation and the Department of Mechanical Engineering, University of California at Santa Barbara, Santa Barbara, CA 93106, USA · Independent Researcher, Cambridge, MA 02141, USA +1

  28. On associative neural networks for sparse patterns with huge capacities

    Mar 27, 2026Matthias Löwe, Franck VermetAssociative MemoryHopfield Networks

  29. Vision Hopfield Memory Networks for Image Recognition

    Mar 26, 2026Jianfeng Wang, Amine M'Charrak, Luk Koska +6Memory-Augmented Neural NetworksHopfield Networks

    Department of Computer Science, University of Oxford, United Kingdom · Faculty of Informatics, Vienna University of Technology, Austria

  30. Conditioning Protein Generation via Hopfield Pattern Multiplicity

    Mar 20, 2026Jeffrey D. VarnerConditional Generative ModelingConditional Generation

    Robert Frederick Smith School of Chemical and Biomolecular Engineering Cornell University, Ithaca, NY 14850