Binary Neural Networks

Also known as BNN

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  1. Bringing BNNs to Fast Event Processing

    Oct 7, 2026Paul Longour, Julien Moreau, Franck DavoineBinary Neural NetworksEvent-Based Vision

    Université de technologie de Compiègne, CNRS, Heudiasyc, Compiègne, France · CNRS, INSA Lyon, LIRIS, UMR5205, Villeurbanne, France

  2. Threshold-Based Early Stopping of Accumulations in Neural Networks with Binary Activation

    Aug 6, 2026Quentin Luquet de Saint-Germain, Massil Ait Abdeslam, Jean Pierre DavidEfficient Neural Network InferenceBinary Neural Networks

    Polytechnique Montréal, Department of Electrical Engineering Montréal, Canada

  3. BiKAN: Restoring Collapsed Basis of Binary Kolmogorov--Arnold Networks

    Aug 2, 2026Kazi Ahmed Asif Fuad, Lizhong ChenBinary Neural NetworksKolmogorov-Arnold Networks

    Department of EECS Oregon State University Corvallis, OR 97331

  4. DBNN: Neural Spike Classification Using a Deep Binarized Neural Network

    Jul 6, 2026Binyi Ren, Luca M. Meyer, Majid ZamaniEfficient Neural Network InferenceBrain-Computer Interfaces

    The School of Electronics and Computer Science (ECS), University of Southampton, Southampton SO17 1BJ, U.K.

  5. Layerwise Progressive Freezing: A Training Scaffold for Depth-Scalable Binary Networks

    Jun 26, 2026Evan Gibson Smith, Bashima IslamBinary Neural NetworksActivation Quantization

    Worcester Polytechnic Institute

  6. Learning 1-Bit LiDAR-based Localization with Auxiliary Objective

    Jun 26, 2026Kaijie Yin, Zhiyuan Zhang, Tian Gao +3Binary Neural NetworksLiDAR Localization

    University of Macau · Singapore Management University · Eastern Institute of Technology, Ningbo

  7. Some Complexity Results for Robustness Verification for Binarized Neural Networks

    Jun 17, 2026Harshit Goyal, Sudakshina DuttaNeural Network VerificationBinary Neural Networks

    Indian Institute of Technology Goa

  8. Active Continual Learning with Metaplastic Binary Bayesian Neural Networks

    May 28, 2026Kellian Cottart, Théo Ballet, Djohan Bonnet +1Bayesian Neural NetworksBinary Neural Networks

    Université Paris-Saclay, CNRS, Centre de Nanosciences et de Nanotechnologies, Palaiseau, France · Forschungszentrum Jülich, Germany

  9. Deep Binarized Photonic Reservoir Computing for Ultrafast Multimedia Signal Processing

    May 28, 2026Muhammad Waqar Iqbal, Mohamad Alassir, Nicolas Marsal +1Binary Neural NetworksReservoir Computing

    Universit´e de Lorraine, CentraleSup´elec, LMOPS Laboratory, F-57070 Metz, France · Chaire Photonique, LMOPS Laboratory, CentraleSup´elec, F-57070 Metz, France

  10. A Composite Activation Function for Learning Stable Binary Representations

    May 12, 2026Seokhun Park, Choeun Kim, Kwanho Lee +3Concept Bottleneck ModelsBinary Neural Networks

    Department of Statistics, Seoul National University · Department of Applied Mathematics, University of Twente

  11. SURGE: Surrogate Gradient Adaptation in Binary Neural Networks

    May 9, 2026Haoyu Huang, Boyu Liu, Linlin Yang +6Binary Neural NetworksAdaptive Gradient Methods

    National College for Excellent Engineers, Beihang University, Beijing, China · School of Artificial Intelligence, Beihang University, Beijing, China · State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China +3

  12. Information Plane Analysis of Binary Neural Networks

    May 5, 2026Maximilian Nothnagel, Bernhard C. GeigerNeural Network GeneralizationBinary Neural Networks

    Graz University of Technology, Graz, Austria · Know Center Research GmbH, Graz, Austria · Signal Processing and Speech Communication Laboratory, Graz University of Technology, Graz, Austria +1

  13. Binary Spiking Neural Networks as Causal Models

    Apr 29, 2026Aditya Kar, Emiliano Lorini, Timothée MasquelierStructural Causal ModelsBinary Neural Networks

    CNRS, IRIT · Institut de Recherche en Informatique de Toulouse (IRIT), Centre de Recherche Cerveau et Cognition (CerCo), CNRS, France · Institut de Recherche en Informatique de Toulouse (IRIT), CNRS, France +2

  14. A Sugeno Integral View of Binarized Neural Network Inference

    Apr 20, 2026Ismaïl Baaj, Henri PradeBinary Neural NetworksNeural Network Interpretability

    LEMMA, Paris-Panthéon-Assas University · IRIT - Toulouse University

  15. Optimizing Binary and Ternary Neural Network Inference on RRAM Crossbars using CIM-Explorer

    May 20, 2025Rebecca Pelke, José Cubero-Cascante, Nils Bosbach +5Efficient Neural Network InferenceCompute-in-Memory

    RWTH Aachen University, Germany

  16. Stochastic Engrams for Efficient Continual Learning

    Mar 27, 2025Isabelle Aguilar, Luis Fernando Herbozo Contreras, Omid KaveheiClass-Incremental LearningBinary Neural Networks

    School of Biomedical Engineering, The University of Sydney, NSW, 2006, Australia