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. SNNF: An SNN-based Near-Sensor Noise Filter for Dynamic Vision Sensors

    May 3, 2026Yahan Yang, Pradeep Kumar Gopalakrishnan, Chang Chip Hong +1Event-Based VisionEfficient Neural Network Inference

  2. ViM-Q: Scalable Algorithm-Hardware Co-Design for Vision Mamba Model Inference on FPGA

    May 3, 2026Shengzhe Lyu, Yuhan She, Patrick S. Y. Hung +2Efficient Neural Network InferenceEdge Inference

    City University of Hong Kong, Hong Kong

  3. Joint Architecture-Token-Bitwidth Multi-Axis Optimization of Vision Transformers for Semiconductor IC Packaging

    May 3, 2026Phat Nguyen, Xue Geng, Kaixin Xu +3Efficient Neural Network InferenceEfficient ViTs

    Singapore University of Technology and Design (SUTD) · Agency for Science, Technology, and Research (A*STAR)

  4. AgriKD: Cross-Architecture Knowledge Distillation for Efficient Leaf Disease Classification

    May 2, 2026Minh-Dung Le, Minh-Duc Hoang, Hoang-Vu Truong +1Efficient Neural Network InferencePlant Disease Classification

    AIT laboratory, Faculty of Artificial Intelligence, FPT University, Da Nang, 550000, Viet Nam

  5. CNN-based Multi-In-Multi-Out Model for Efficient Spatiotemporal Prediction

    May 2, 2026Hyeonseok JinEfficient Neural Network InferencePrecipitation Forecasting

    Department of Artificial Intelligence Convergence, Graduate School, Chonnam National University

  6. SURGE: SuperBatch Unified Resource-efficient GPU Encoding for Heterogeneous Partitioned Data

    May 1, 2026Shashank Kapadia, Deep Narayan Mishra, Sujal Reddy Alugubelli +3Efficient Neural Network InferenceGPU Acceleration

    Walmart Inc. · USA

  7. Hyperspherical Forward-Forward with Prototypical Representations

    Apr 30, 2026Shalini Sarode, Brian Moser, Joachim Folz +4Prototype-Based LearningEfficient Neural Network Inference

    German Research Center for Artificial Intelligence (DFKI) · RPTU Kaiserslautern-Landau

  8. Physical Foundation Models: Fixed hardware implementations of large-scale neural networks

    Apr 30, 2026Logan G Wright, Tianyu Wang, Tatsuhiro Onodera +1Efficient Neural Network InferenceAI Accelerator Inference

    Department of Applied Physics, Yale University, New Haven, CT 06520, USA · Department of Electrical and Computer Engineering, Boston University, Boston, MA 02215, USA · School of Applied and Engineering Physics, Cornell University, Ithaca, NY 14853, USA +2

  9. QYOLO: Lightweight Object Detection via Quantum Inspired Shared Channel Mixing

    Apr 29, 2026Garvit Kumar Mittal, Sahil Tomar, Sandeep KumarEfficient Neural Network InferenceQuantum-Inspired ML

    Central Research Laboratory Bharat Electronics Limited Ghaziabad, India

  10. STLGT: A Scalable Trace-Based Linear Graph Transformer for Tail Latency Prediction in Microservices

    Apr 29, 2026Yongliang Ding, Qigong Bi, Peng PuEfficient Neural Network InferenceMicroservice Architecture

    East China Normal University Shanghai, China

  11. A Light Weight Multi-Features-View Convolution Neural Network For Plant Disease Identification

    Apr 28, 2026Muhammad Kaleem Ullah KhanEfficient Neural Network InferencePlant Disease Classification

    COMSATS University Islamabad, Pakistan

  12. Quantum-Inspired Robust and Scalable SAR Object Classification

    Apr 28, 2026Maximilian Scharf, Marco Trenti, Felix Bock +5Tensor NetworksEfficient Neural Network Inference

    Tensor AI Solutions GmbH, Max-Rauth-Str. 16, Pfaffenhofen an der Roth, Germany · Hensoldt Sensors GmbH, Wörthstraße 85, Ulm, Germany · German Aerospace Center (DLR), Microwaves and Radar Institute, Oberpfaffenhofen, Germany

  13. QB-LIF: Learnable-Scale Quantized Burst Neurons for Efficient SNNs

    Apr 28, 2026Dewei Bai, Hongxiang Peng, Jiajun Mei +4Efficient Neural Network InferenceSpiking Neural Networks

  14. Multibit neural inference in a N-ary crossbar architecture

    Apr 28, 2026Anatole Moureaux, Anthony Lopes Temporao, Flavio Abreu AraujoEfficient Neural Network InferenceCompute-in-Memory

    Universit´e catholique de Louvain, Institute of Condensed Matter and Nanosciences, Louvain-la-Neuve, 1348, Belgium

  15. Vision SmolMamba: Spike-Guided Token Pruning for Energy-Efficient Spiking State-Space Vision Models

    Apr 28, 2026Dewei Bai, Hongxiang Peng, Yunyun Zeng +3Efficient Neural Network InferenceVisual SSMs

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu 610054, China · College of Computer Science, Sichuan University, Chengdu 610065, China

  16. Progressive Approximation in Deep Residual Networks: Theory and Validation

    Apr 27, 2026Wei Wang, Xiao-Yong Wei, Qing LiEfficient Neural Network InferenceResidual Learning

    Department of Computing, the Hong Kong Polytechnic University.

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

    Apr 26, 2026Helder OliveiraBreast CancerEfficient Neural Network Inference

    aIndependent Researcher, GnosisX, Calgary, AB, Canada

  18. Hardware-Efficient Softmax and Layer Normalization with Guaranteed Normalization for Edge Devices

    Apr 26, 2026Dawon Choi, Hana Kim, Ji-Hoon KimEfficient Neural Network InferenceLayer Normalization

    Dept. of Artificial Intelligence Semiconductor Engineering, Hanyang University, Seoul, Republic of Korea · Dept. of Electronic Engineering, Hanyang University, Seoul, Republic of Korea

  19. Tessera: Secure, Near-Line-Rate Weight Streaming for UMA Edge Accelerators

    Apr 25, 2026Animan NaskarEfficient Neural Network InferenceAI Accelerator Inference

    Indian Institute of Technology (IIT) Ropar

  20. HGQ-LUT: Fast LUT-Aware Training and Efficient Architectures for DNN Inference

    Apr 24, 2026Chang Sun, Zhiqiang Que, Bakhtiar Zadeh +4Efficient Neural Network InferenceFPGA-Based Neural Network Acceleration

    California Institute of Technology, Pasadena, CA, USA · University of Bristol, UK · Imperial College London, UK +1

  21. NeuroAPS-Net: Neuro-Anatomically Aware Point Cloud Representation for Efficient Alzheimer's Disease Classification

    Apr 24, 2026Towhidul Islam, Mufti MahmudEfficient Neural Network InferencePoint Cloud Classification

    ICS Department, King Fahd University of Petroleum & Minerals, Dhahran, Saudi Arabia · SDAIA-KFUPM JRC for AI, King Fahd University of Petroleum & Minerals, Dhahran, Saudi Arabia · IRC for Bio Systems and Machines, King Fahd University of Petroleum & Minerals, Dhahran, Saudi Arabia

  22. LTBs-KAN: Linear-Time B-splines Kolmogorov-Arnold Networks

    Apr 23, 2026Eduardo Said Merin-Martinez, Andres Mendez-Vazquez, Eduardo Rodriguez-TelloEfficient Neural Network InferenceKolmogorov-Arnold Networks

    Cinvestav, Unidad Guadalajara · Av. del Bosque 1145, El Bajio · Zapopan, Jalisco, 45017, Mexico +3

  23. Efficient Logic Gate Networks for Video Copy Detection

    Apr 23, 2026Katarzyna FojcikEfficient Neural Network InferenceVideo Representation Learning

    Department of Artificial Intelligence, Wroclaw University of Science and Technology, Wroclaw, Poland

  24. MambaCSP: Hybrid-Attention State Space Models for Hardware-Efficient Channel State Prediction

    Apr 23, 2026Aladin Djuhera, Haris Gacanin, Holger BocheEfficient Neural Network InferenceSelective SSMs

    Technical University Munich, Germany · RWTH Aachen University, Germany

  25. GraphLeap: Decoupling Graph Construction and Convolution for Vision GNN Acceleration on FPGA

    Apr 23, 2026Anvitha Ramachandran, Dhruv Parikh, Viktor PrasannaEfficient Neural Network InferenceDynamic Graph Learning

    University of Southern California, Los Angeles, California, USA

  26. Efficient INT8 Single-Image Super-Resolution via Deployment-Aware Quantization and Teacher-Guided Training

    Apr 22, 2026Pham Phuong Nam Nguyen, Nam Tien Le, Thi Kim Trang Vo +1Efficient Neural Network InferenceQuantization-Aware Training

    University of Information Technology · 3Vietnam National University, Ho Chi Minh City · 2Ho Chi Minh City University of Technology

  27. FairyFuse: Multiplication-Free LLM Inference on CPUs via Fused Ternary Kernels

    Apr 22, 2026Fei Zuo, Xiaoyan Xi, Quanyi Zeng +2Efficient Neural Network InferenceTernary Quantization

    BA TechWorks · Peking University

  28. Silicon Aware Neural Networks

    Apr 21, 2026Sebastian Fieldhouse, Kea-Tiong TangEfficient Neural Network InferenceEnergy-Efficient ML

    College of Semiconductor Research National Tsing Hua University · Department of Electrical Engineering National Tsing Hua University

  29. One-Block Transformer (1BT) for EEG-Based Cognitive Workload Assessment

    Apr 21, 2026Stefanos Gkikas, Christian Arzate Cruz, Thomas Kassiotis +3Efficient Neural Network InferenceTransformer

    Honda Research Institute Japan · Wako City, Japan · Department of Electronic Engineering +6

  30. EfficientPENet: Real-Time Depth Completion from Sparse LiDAR via Lightweight Multi-Modal Fusion

    Apr 20, 2026Johny J. Lopez, Md Meftahul Ferdaus, Mahdi Abdelguerfi +4Efficient Neural Network InferenceDepth Estimation

    Canizaro Livingston Gulf States Center for Environmental Informatics, the University of New Orleans, New Orleans, USA · US Army Corps of Engineers, Engineer Research and Development Center, Vicksburg, Mississippi, USA