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. ECG-LDC: A Hardware-Efficient Low-Dimensional Computing Framework for ECG Arrhythmia Classification

    Jun 13, 2026Anh Tran, Khanh Tran, Cuong DoEfficient Neural Network InferenceElectrocardiogram Classification

    School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, PA 19104, USA · VinUni–Illinois Smart Health Center, VinUniversity, Hanoi 100000, Vietnam · College of Engineering and Computer Science, VinUniversity, Hanoi 100000, Vietnam

  2. ANEForge: Python for direct computation on the Apple Neural Engine

    Jun 12, 2026Spencer H. BryngelsonEfficient Neural Network InferenceAI Accelerator Inference

    School of Computational Science & Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA · Daniel Guggenheim School of Aerospace Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA · George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA

  3. HumP-KD: A Hybrid Uncertainty-Aware Multi-Stage Progressive Knowledge Distillation Framework for Efficient Fire Classification

    Jun 12, 2026Mohammed Arif Mainuddin, Najifa Tabassum, Omar Ibne Shahid +1Efficient Neural Network InferenceCross-Architecture Knowledge Distillation

    Electrical and Computer Engineering North South University Dhaka, Bangladesh

  4. ReSCom: A Reconfigurable Spiking Neural Network Accelerator Using Stochastic Computing

    Jun 11, 2026Ali Alipour Fereidani, Mohammad Rasoul Roshanshah, Saeed SafariEfficient Neural Network InferenceEnergy-Efficient ML

    High-Performance Embedded Architecture Laboratory (HiPEAL) School of Electrical and Computer Engineering College of Engineering, University of Tehran Tehran, Iran · High-Performance Embedded Architecture Laboratory (HiPEAL) School of Electrical and Computer Engineering[cs.AR] College of Engineering, University of Tehran Tehran, Iran

  5. WHAR Arena: Benchmarking the State of the Art in Efficient Wearable Human Activity Recognition

    Jun 11, 2026Maximilian Burzer, Tobias King, Till Riedel +2Efficient Neural Network InferenceHuman Activity Recognition

    Karlsruhe Institute of Technology, Karlsruhe, Germany · IPAI Foundation gGmbH, Heilbronn, Germany

  6. SpikeDecoder: Realizing the GPT Architecture with Spiking Neural Networks

    Jun 10, 2026Claas Beger, Florian Walter, Alois KnollEfficient Neural Network InferenceSpiking Transformers

    Chair of Robotics, Artificial Intelligence and Real-time Systems Technical University of Munich, Germany

  7. SpikeTAD: Spiking Neural Networks for End-to-End Temporal Action Detection

    Jun 10, 2026Min Yang, Mi Zhou, Limin WangEfficient Neural Network InferenceHuman Activity Recognition

    State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, Jiangsu, China

  8. SpAArSIST: Sparsified AASIST for Efficient and Reliable Anti-Spoofing

    Jun 10, 2026Anton Firc, Vojtěch Staněk, Zbyněk Lička +2Efficient Neural Network InferenceGraph Neural Networks

  9. PENet+: A Lightweight Residual Transformer Framework for Efficient Image Steganalysis

    Jun 9, 2026Jincheol AN, Dongsu Kim, Haneol Jang +1Efficient Neural Network InferenceHybrid CNN-Transformer Architectures

    Department of Artificial Intelligence, Chung-Ang University, Seoul, Korea · Hanbat National University, Department of Computer Engineering, 125, Dongseo-daero, Yuseong-gu, Daejeon, 34158, Korea · 3SNUAILAB, Seoul, Korea

  10. Spiking Neural Network inference on FPGAs with hls4ml

    Jun 8, 2026Barry M. DillonEfficient Neural Network InferenceSpiking Neural Networks

    ISRC, Ulster University, Derry, BT48 7JL, Northern Ireland

  11. FMplex: Model Virtualization for Serving Extensible Foundation Models

    Jun 8, 2026Hetvi Shastri, Pragya Sharma, Walid A. Hanafy +3Efficient Neural Network InferenceInference Acceleration

    University of Massachusetts Amherst · University of California Los Angeles

  12. Efficient Traffic Prediction at Scale: A Systematic Study of STGCN Architectural Depth

    Jun 8, 2026Soban Nasir Lone, Mohamed Abouelela, Taeyoung Yu +2Efficient Neural Network InferenceIntelligent Transportation Systems

    Technical University of Munich Munich, Germany · The University of Queensland Brisbane, Australia

  13. Heterophily-Aware Adaptive Knowledge Distillation for Hypergraph Neural Networks

    Jun 8, 2026Joohee Cho, David Yoon Suk Kang, Yunyong KoEfficient Neural Network InferenceHypergraph Neural Networks

    Chung-Ang University · Seoul, South Korea · Chungbuk National University +1

  14. Sigma-Branch: Hierarchical Single-Path Network Reconstruction for Dynamic Inference with Reduced Active Parameters

    Jun 7, 2026Kohga Tanaka, Hiroaki NishiEfficient Neural Network InferenceDynamic Neural Networks

    Graduate School of Science and Technology, Keio University, Kohoku-ku, Yokohama 223-8522, Japan · Department of System Design, Faculty of Science and Technology, Keio University, Kohoku-ku, Yokohama 223-8522, Japan

  15. DBHN-Net: Dual-Branch Hybrid Neural Network For Low-Complexity Monaural Speech Enhancement

    Jun 4, 2026Cunhang Fan, Enrui Liu, Jing Zhou +6Efficient Neural Network InferenceSpeech Enhancement

    State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, (School of Computer Science and Technology), Anhui University, Hefei, 230601, Anhui, P. R. China · China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd · Institute of Acoustics, University of Chinese Academy of Sciences, Beijing 100190, China +1

  16. GenAutoML: An Agentic Framework for Dynamic Architecture Generation and Optimization in Time-Series Analysis

    Jun 4, 2026Oleeviya Babu Poikarayil, Cédric Schockaert, Abdulrahman Nahhas +3Efficient Neural Network InferenceLarge Language Model-Guided NAS

    Paul Wurth S.A., Luxembourg · Otto-von-Guericke University, Magdeburg, Germany · Technical University of Munich, Germany

  17. LightVesselNet: An Ultra-Lightweight Sub-100K Parameter Network for Retinal Blood Vessel Segmentation

    Jun 3, 2026Shadman Sobhan, Farhana JalilEfficient Neural Network InferenceRetinal Vessel Segmentation

    Department of Electrical & Electronic Engineering, Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh.

  18. Data Efficient Complex Feature Fusion Network For Hyperspectral Image Classification

    Jun 3, 2026Maitreya Shelare, Atharva Satam, Poonam Sonar +1Efficient Neural Network InferenceComplex-Valued Neural Networks

    Department of Electronics and Telecommunication, Rajiv Gandhi Institute of Technology, University of Mumbai, India

  19. Characterizing the Impact of NVFP4 Quantization for Low-Power Edge AI Deployment

    Jun 3, 2026Ovishake Sen, Venkata Nithin Kamineni, Daniel Lobo +3Efficient Neural Network InferenceEdge Inference

    Department of Electrical and Computer Engineering, University of Florida, Gainesville, USA

  20. Feasibility of Time-Domain DNN-Based Speech Enhancement on Embedded FPGA for Hearing Aid

    Jun 2, 2026Feyisayo Olalere, Umut Altin, Kiki van der Heijden +1Efficient Neural Network InferenceSpeech Processing

    Radboud University, Donders Institute for Brain, Cognition, and Behaviour, The Netherlands · Mortimer B. Zuckerman Mind, Brain, Behavior Institute, Columbia University, USA.

  21. CRAM-ER: Error-Resilient Spintronic Computational Random Access Memory for Scalable In-Memory Computation

    Jun 1, 2026Sohan Salahuddin Mugdho, Md. Shahedul Hasan, Brahmdutta Dixit +3Efficient Neural Network InferenceCompute-in-Memory

    Electrical and Computer Engineering Iowa State University of Science and Technology Ames, IA, USA · Electrical and Computer Engineering University of Minnesota Twin Cities Minneapolis, MN, USA

  22. MixerSENet: A Lightweight Framework for Efficient Hyperspectral Image Classification

    Jun 1, 2026Mohammed Q. Alkhatib, Swalpa Kumar Roy, Ali JamaliEfficient Neural Network InferenceHyperspectral Imaging

    College of Engineering and IT, University of Dubai, Dubai, 14143, UAE · Department of Computer Science and Engineering, Alipurduar Government Engineering and Management College, West Bengal 736206, India · Department of Geography, Simon Fraser University, British Columbia 8888, Canada

  23. Spiking and Event-driven Neuromorphic Mamba Models for Efficient Speech Recognition

    May 31, 2026Tauseef Ahmed, Tao Sun, Jeronimo Castrillon +2Efficient Neural Network InferenceMamba

    Department of Advanced Computing Sciences, Maastricht University, Netherlands · Hardware-Efficient AI Team, IMEC, Netherlands · Chair for Compiler Construction, TU Dresden, Germany +1

  24. Where to Refine, When to Stop: Rethinking Redundancy via Latent Discrepancy for Efficient Visual Autoregressive Generation

    May 29, 2026Changwang Mei, Peisong Wang, Zekun Li +7Efficient Neural Network InferenceVisual Autoregressive Models

    Nanjing University of Science and Technology · C2DL, Institute of Automation, Chinese Academy of Sciences · Beijing Academy of Artificial Intelligence +2

  25. Memristor-Based Spiking Neural Network Accelerator for Bio-inspired Interception Task

    May 29, 2026Qianhou Qu, Sheng Lu, Liuting Shang +4Efficient Neural Network InferenceCompute-in-Memory

    Department of Electrical Engineering The University of Texas at Arlington Arlington, USA · Department of Electrical Engineering and Computer Science South Dakota State University Brookings, USA

  26. Beyond Accuracy: Evaluating Efficiency, Robustness and Explainability in Deep Learning for Malaria Diagnosis

    May 29, 2026Olivier Kanamugire, Kerol DjoumessiEfficient Neural Network InferenceImage Corruption Robustness

    African Institute for Mathematical Sciences, Kigali, Rwanda · Hertie Institute for AI in Brain Health, University of Tübingen, Germany

  27. Reducing the GPU Memory Bottleneck with Lossless Compression for ML -- Extended

    May 29, 2026Aditya K Kamath, Arvind Krishnamurthy, Marco Canini +1Efficient Neural Network InferenceGPU Kernel Optimization

    University of Washington Seattle, WA, USA · KAUST Thuwal, Saudi Arabia

  28. EVL-ECG: Efficient ECG Interpretation With Multi-Aspect Heterogeneous Knowledge Distillation

    May 28, 2026Dang Nguyen Hong, Nhi Ngoc-Yen Nguyen, Huy-Hieu PhamEfficient Neural Network InferenceElectrocardiogram Foundation Models

    Hanoi University of Science and Technology, Hanoi, Vietnam · VinUni-Illinois Smart Health Center, VinUniversity, Hanoi, Vietnam · College of Engineering and Computer Science, VinUniversity, Hanoi, Vietnam +1

  29. NeuroEdge: Real-Time Hand Gesture Recognition with High-Density EMG Using Deep Learning at the Edge

    May 28, 2026Peter Chudinov, Zhenyu Lin, Jay Motamarry +3EMG-Based Gesture RecognitionEfficient Neural Network Inference

    Department of Biology1 · School of Engineering in Computer Engineering2 at San Francisco State University, San Francisco, CA 94132. · College of San Mateo3, CA 94402. +1

  30. KLAS: Using Similarity to Stitch Neural Networks for Improved Accuracy-Efficiency Tradeoffs

    May 28, 2026Debopam Sanyal, Anantharaman Iyer, Alind Khare +5Efficient Neural Network InferenceRepresentational Similarity Analysis

    Georgia Institute of Technology · Microsoft M365 Research · Cisco Research +1