Efficient Neural Network Inference

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39 papers in the last four weeks, up 225% on the four weeks before. 0.4% of all new papers.

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  1. Brain Tumor Classification in MRI Images: A Computationally Efficient Convolutional Neural Network

    May 11, 2026Md Fahimul Kabir Chowdhury, Jannatul FerdousEfficient Neural Network InferenceMedical Image Classification

    Department of Computer Science and Engineering, University of North Texas, USA · Department of Electrical and Electronic Engineering, International Islamic University Chittagong, Bangladesh

  2. Energy-Efficient Implementation of Spiking Recurrent Cells on FPGA

    May 11, 2026Pascal Harmeling, Florent De Geeter, Guillaume DrionEfficient Neural Network InferenceSpiking Neural Networks

  3. PhysEDA: Physics-Aware Learning Framework for Efficient EDA With Manhattan Distance Decay

    May 11, 2026Zetao YangEfficient Neural Network InferenceReward Shaping

    School of Mathematics and Statistics Beijing Institute of Technology Beijing, China

  4. Efficient Neural Architectures for Real-Time ECG Interpretation on Limited Hardware

    May 11, 2026Ashery Mbilinyi, Callum O'Riley, Julia Handra +8Efficient Neural Network InferenceElectrocardiogram Classification

    Department of Computer Science University of Victoria Victoria, Canada · Department of Electrical and Computer Engineering University of British Columbia Vancouver, Canada · Faculty of Medicine University of British Columbia Vancouver, Canada +4

  5. Evaluating PhaseNet on Teleseismic Data with MsPASS

    May 10, 2026Jinxin Ma, Yinzhi Wang, Gary L. Pavlis +1Efficient Neural Network InferenceSeismology

    Texas Advanced Computing Center, The University of Texas at Austin · Department of Earth and Atmospheric Sciences, Indiana University, Bloomington, IN 47405

  6. Adaptive DNN Partitioning and Offloading in Heterogeneous Edge-Cloud Continuum

    May 10, 2026Akuen Akoi Deng, Eimantas Butkus, Alfreds Lapkovskis +1Efficient Neural Network InferenceEnergy-Efficient ML

    Department of Computer and Systems Sciences, Stockholm University, Borgarfjordsgatan 12, Stockholm, Sweden

  7. AnyDepth-DETR/-YOLO: Any-depth object detection with a single network

    May 10, 2026Woochul Kang, Hyungseop Lee, Jiho LeeEfficient Neural Network InferenceDynamic Neural Networks

    Incheon Nat’l Univ.

  8. Split CNN Inference on Networked Microcontrollers

    May 10, 2026Junyu Lu, Shashwath Suresh, Hao Liu +2Efficient Neural Network InferenceEdge Inference

    Delft University of Technology, Delft, The Netherlands

  9. AESOP: Adversarial Execution-path Selection to Overload Deep Learning Pipelines

    May 9, 2026Tingxi Li, Mingfang Ji, Ravishka Shemal Rathnasuriya +3Efficient Neural Network InferenceAdversarial Attacks

    The University of Texas at Dallas · Tianjin University

  10. A Reconfigurable Multiplier Architecture for Error-Resilient Applications in RISC-V Core

    May 9, 2026Pragun Jaswal, L. Hemanth Krishna, B. SrinivasuEfficient Neural Network InferenceEnergy-Efficient ML

    Indian Institute of Technology Mandi, Mandi–175005, India

  11. Private Vertical Federated Inference for Time-Series

    May 8, 2026Lucas Fenaux, Larris Xie, Aditya Bang +3Efficient Neural Network InferencePrivacy-Preserving ML

    University of Waterloo · Borealis AI

  12. Direct-to-Event Spiking Neural Network Transfer

    May 8, 2026Nhan Trong Luu, Duong Trung Luu, Pham Ngoc Nam +1Efficient Neural Network InferenceSpiking Neural Networks

    College of ICT, Can Tho University, Vietnam · CECS, VinUniversity, Hanoi, Vietnam · Center of Digital Transformation and Communication, Can Tho University, Vietnam +1

  13. CARMEN: CORDIC-Accelerated Resource-Efficient Multi-Precision Inference Engine for Deep Learning

    May 7, 2026Sonu Kumar, Mukul Lokhande, Santosh Kumar Vishvakarma +1Efficient Neural Network InferenceEnergy-Efficient ML

    Dept. of Electrical Engineering Indian Institute of Technology Indore Simrol 453552, Indore, India · EnICS Labs Bar-Ilan University Ramat Gan, Israel

  14. Litespark Inference For CPUs: Ultra-Fast SIMD Framework for Ternary (1.58-bit) Language Models

    May 7, 2026Nii Osae Osae Dade, Tony Morri, Moinul Hossain Rahat +2LLM QuantizationEfficient Neural Network Inference

    Mindbeam AI

  15. On-Orbit Real-Time Wildfire Detection Under On-Board Constraints

    May 7, 2026Matthias Rötzer, Veronika Pörtge, Martin Ickerott +6Efficient Neural Network InferenceWildfire Detection

    OroraTech GmbH, St.-Martin-Str. 112, 81669 Munich, Germany · Ludwig-Maximilians-Universität München, Munich, Germany

  16. PoTAcc: A Pipeline for End-to-End Acceleration of Power-of-Two Quantized DNNs

    May 7, 2026Rappy Saha, Jude Haris, Nicolas Bohm Agostini +2Efficient Neural Network InferenceFPGA-Based Neural Network Acceleration

  17. DiBA: Diagonal and Binary Matrix Approximation for Neural Network Weight Compression

    May 7, 2026Nobutaka OnoEfficient Neural Network InferenceMatrix Optimization

    Tokyo Metropolitan University, 6–6 Asahigaoka, Hino-shi, Tokyo 191–0065, Japan.

  18. Edge Deep Learning in Computer Vision and Medical Diagnostics: A Comprehensive Survey

    May 7, 2026Yiwen Xu, Tariq M. Khan, Yang Song +1Efficient Neural Network InferenceEdge Inference

    School of Computer Science and Engineering

  19. AxMoE: Characterizing the Impact of Approximate Multipliers on Mixture-of-Experts DNN Architectures

    May 6, 2026Omkar B Shende, Marcello Traiola, Gayathri AnanthanarayananEfficient Neural Network InferenceEdge Inference

    Dept. of Computer Science and Engineering · Univ Rennes, CNRS, Inria, IRISA

  20. FAAST: Forward-Only Associative Learning via Closed-Form Fast Weights for Test-Time Supervised Adaptation

    May 6, 2026Guangsheng Bao, Hongbo Zhang, Han Cui +4Efficient Neural Network InferenceTest-Time Adaptation

    Zhejiang University · Westlake University · Shanghai Polytechnic University +1

  21. Spatiotemporal Convolutions on EEG signal -- A Representation Learning Perspective on Efficient and Explainable EEG Classification with Convolutional Neural Nets

    May 5, 2026Laurits Dixen, Stefan Heinrich, Paolo BurelliEfficient Neural Network InferenceMI Classification

    IT University of Copenhagen Denmark

  22. Real Image Denoising with Knowledge Distillation for High-Performance Mobile NPUs

    May 5, 2026Faraz Kayani, Sarmad Kayani, Asad Ahmed +2Efficient Neural Network InferenceKnowledge Distillation

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  23. Smart Passive Acoustic Monitoring: Embedding a Classifier on AudioMoth Microcontroller

    May 5, 2026Louis Lerbourg, Paul Peyret, Juliette Linossier +1Efficient Neural Network InferenceSound Event Detection

    Univ. Grenoble Alpes, CEA, List, Grenoble, France · Biophonia, France

  24. Resource Utilization of Differentiable Logic Gate Networks Deployed on FPGAs

    May 4, 2026Stephen Wormald, Gilon Kravatsky, Damon Woodard +1Efficient Neural Network InferenceEdge ML

    Florida Institute of National Security University of Florida Gainesville, Florida, USA

  25. Memory-Efficient EDA Denoising via Knowledge Distillation for Wearable IoT Under Severe Motion Artifacts and Underwater Conditions

    May 4, 2026Yongbin Lee, Andrew Peitzsch, Youngsun Kong +4Efficient Neural Network InferenceWearable Health Monitoring

    Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA

  26. Universal Smoothness via Bernstein Polynomials: A Constructive Approximation Approach for Activation Functions

    May 4, 2026Wentao Zhang, Yutong Zhang, Yifan Zhu +1Efficient Neural Network InferenceNeural Network Optimization

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · College of Computer Science, Sichuan University, Chengdu, China

  27. Low-Latency Embedded Driver Monitoring System with a Multi-Task Neural Network

    May 4, 2026Carmelo Scribano, Giovanni Cappelletti, Elia Giacobazzi +3Efficient Neural Network InferenceDriver Monitoring

    University of Modena and Reggio Emilia, Italy

  28. Elastic Spiking Transformers for Efficient Gesture Understanding

    May 4, 2026Alberto Ancilotto, Gianluca Amprimo, Stefano Di Carlo +1Efficient Neural Network InferenceSpiking Transformers

    Fondazione Bruno Kessler · Politecnico di Torino

  29. EdgeLPR: On the Deep Neural Network trade-off between Precision and Performance in LiDAR Place Recognition

    May 4, 2026Pierpaolo Serio, Hetian Wang, Zixiang Wei +4Mixed-Precision QuantizationEfficient Neural Network Inference

    Department of Information Engineering, University of Pisa, Pisa, Italy. · School of Engineering and Material Science, Queen Mary University of London, London, U.K. · Research and Development, Toyota Material Handling Manufacturing Italy, Bologna, Italy.

  30. NTIRE 2026 Challenge on Efficient Low Light Image Enhancement: Methods and Results

    May 4, 2026Jiebin Yan, Chenyu Tu, Weixia Zhang +8Efficient Neural Network InferenceLow-Light Image Enhancement