Lightweight Neural Networks

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21 papers4 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. FOCUS: A Lightweight Mamba-2 Model for EEG-Based Cognitive Workload Classification

    Oct 23, 2026Ioannis Kyprakis, Stefanos Gkikas, Chariklia Chatzaki +3EEG DecodingLightweight Neural Networks

    Hellenic Mediterranean University, Heraklion, Greece · Honda Research Institute Japan, Wako City, Japan · University of Canberra, Canberra, Australia +1

  2. BrainCodes: A Lightweight EEG Foundation Model over Discrete Neural Codes

    Oct 21, 2026Kleanthis Avramidis, Ivan Tashev, Dimitra EmmanouilidouEEG Foundation ModelsRepresentation Learning

    Signal Analysis and Interpretation Lab, University of Southern California, Los Angeles, CA 90007, USA · Microsoft Research, Redmond, WA, USA

  3. LowNet: Looped Wavelet Neural Networks with 24 Learnable Parameters for Solving Poisson Equations

    Oct 18, 2026Yuanhao GongPDE SolvingNeural PDE Solvers

    Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences

  4. BrainAid: Efficient Brain Tumor Detection Using Lightweight CNNs and Explainable AI for Resource-Constrained Environments

    Oct 10, 2026Sai Sriram Gonthina, Ross Gore, Bikash Chandra Singh +4Lightweight Neural NetworksBrain Tumor Classification

    Department of Computer Science and Engineering, IIIT - Naya Raipur, Raipur, Chhattisgarh, India · Center for Secure & Intelligent Critical Systems, Old Dominion University, Virginia, USA · Department of Computer Science, California State University, Fresno, USA +2

  5. LightMedSeg-ISLES: Stroke Lesion Segmentation with 81x Fewer Parameters than nnU-Net

    Sep 9, 2026Giorgi Nikvashvili, Hanxue Gu, Jie Bao +2Medical Image SegmentationLightweight Neural Networks

    University of California, Berkeley, Berkeley, CA, USA · University of California, San Francisco, San Francisco, CA, USA

  6. Dense-Cast: A lightweight ensemble of deep learning architectures for precipitation nowcasting

    Aug 6, 2026Gourav Jyoti Kalita, Hidam Kumarjit SinghPrecipitation ForecastingDeep Ensembles

    Department of Electronics and Communication Technology, Gauhati University, Guwahati-781014, Assam, India

  7. Lightweight Neural Networks for Affordance Segmentation: Enhancement of the Decoder Module

    Jul 31, 2026Simone Lugani, Edoardo Ragusa, Rodolfo Zunino +1Efficient Neural Network InferenceRobotic Perception

    Department of Electrical, Electronic, Telecommunications Engineering and Naval Architecture (DITEN), University of Genoa, Genoa, Italy

  8. Do Newer Lightweight CNNs Perform Better Under Resource Constraints? A Controlled Multigenerational Study of Architecture, Initialization, Training Budget, and Efficiency

    Jul 2, 2026Tasnim ShahriarEfficient Neural Network InferenceConvolutional Neural Networks

    Independent Researcher

  9. An Extensible and Lightweight Unified Architecture for Demosaicing Pixel-bin Image Sensors

    Jun 11, 2026Saurabh Kumar, Nutan Sairam YennetiLightweight Neural NetworksDemosaicing

    AI Computational Imaging Samsung Research Institute Bangalore

  10. Fast-SDE: Efficient Single-Microphone Sound Source Distance Estimation in Reverberant Environments

    Jun 10, 2026Jiang Wang, Runwu Shi, Yaozhong Kang +3Human-Robot InteractionLightweight Neural Networks

    Department of Systems and Control Engineering, Institute of Science Tokyo

  11. Random Cloud: Finding Minimal Neural Architectures Without Training

    Apr 29, 2026Javier Gil BlázquezNeural Architecture SearchFeedforward Neural Networks

  12. Mammographic Lesion Segmentation with Lightweight Models: A Comparative Study

    Apr 26, 2026Helder OliveiraBreast CancerEfficient Neural Network Inference

    aIndependent Researcher, GnosisX, Calgary, AB, Canada

  13. DAIRE: A lightweight AI model for real-time detection of Controller Area Network attacks in the Internet of Vehicles

    Apr 22, 2026Shahid Alam, Amina Jameel, Zahida Parveen +4Network Intrusion DetectionCybersecurity

    Department of Information Security, College of Computer Science and Engineering, University of Ha’il, Ha’il, Saudi Arabia · Department of Computer Engineering, Center of Excellence in Artificial Intelligence, Bahria University, Islamabad, Pakistan · Department of Artificial Intelligence, College of Computer Science and Engineering, University of Ha’il, Ha’il, Saudi Arabia +2

  14. Rethinking Satellite Image Restoration for Onboard AI: A Lightweight Learning-Based Approach

    Apr 14, 2026Adrien Dorise, Marjorie Bellizzi, Omar HlimiLightweight Neural NetworksImage Restoration

    Institut de Recherche Technologique Saint Exup´ery, Toulouse, France · Centre national d’´etudes spatiales, Toulouse, France

  15. Advancing Visual Reliability: Color-Accurate Underwater Image Enhancement for Real-Time Underwater Missions

    Mar 17, 2026Yiqiang Zhou, Yifan Chen, Zhe Sun +3Lightweight Neural NetworksImage Enhancement

    Institute of Artificial Intelligence (TeleAI), China Telecom, P. R. China · College of Computer and Control Engineering, Northeast Forestry University, Harbin, 150040, China · College of Future Information Technology, Fudan University, Shanghai 200433, China +2

  16. NEXUS: A compact neural architecture for high-resolution spatiotemporal air quality forecasting in Delhi National Capital Region

    Feb 23, 2026Rampunit Kumar, Aditya MaheshwariLightweight Neural NetworksAir Quality Prediction

  17. BiSe-Unet: A Lightweight Dual-path U-Net with Attention-refined Context for Real-time Medical Image Segmentation

    Feb 22, 2026M Iffat Hossain, Laura BrattainLightweight Neural NetworksMedical Image Segmentation

    Electrical and Computer Engineering, University of Central Florida · Department of Medicine, University of Central Florida College of Medicine

  18. Face Presentation Attack Detection via Content-Adaptive Spatial Operators

    Feb 21, 2026Shujaat KhanLightweight Neural NetworksFace Presentation Attack Detection

    Department of Computer Engineering, College of Computing and Mathematics, King Fahd University of Petroleum & Minerals, Dhahran, 31261, Saudi Arabia · SDAIA–KFUPM Joint Research Center for Artificial Intelligence, King Fahd University of Petroleum & Minerals, Dhahran, 31261, Saudi Arabia

  19. U-FedTomAtt: Ultra-lightweight Federated Learning with Attention for Tomato Disease Recognition

    Feb 18, 2026Romiyal George, Sathiyamohan Nishankar, Selvarajah Thuseethan +4Lightweight Neural NetworksFederated Learning

    Department of Computer Engineering, University of Peradeniya, Sri Lanka. · Faculty of Science and Technology, Charles Darwin University, Australia. · Canadian Institute for Cybersecurity, University of New Brunswick, Canada. +1

  20. A Lightweight Multi-View Approach to Short-Term Load Forecasting

    Feb 9, 2026Julien Guité-Vinet, Alexandre Blondin Massé, Éric BeaudryTime Series ModelingElectricity Load Forecasting

    Université du Québec à Montréal, Département d’informatique, Montréal, Canada

  21. Comparative Analysis of Lightweight CNNs for Resource-Constrained Devices: Predictive Performance, Efficiency Trade-offs, and Initialization Effects

    May 6, 2025Tasnim ShahriarConvolutional Neural NetworksLightweight CNNs

    Independent Researcher