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. Halt Fast! Early Stopping for Certified Robustness

    Jun 26, 2026Andrew C. Cullen, Paul Montague, Benjamin I. P. RubinsteinEfficient Neural Network InferenceEarly Stopping

    University of Melbourne · DST Group, Adelaide

  2. TGHE: Template-based Graph Homomorphic Encryption for Privacy-Preserving GNN Inference in Edge-Cloud Systems

    Jun 25, 2026Ngoc Bao Anh Le, Thai T. Vu, John Le +2Efficient Neural Network InferenceHomomorphic Encryption

    University of Wollongong Wollongong, Australia

  3. LogicIR: Logic Gate Networks for Image Restoration

    Jun 25, 2026Hongjae Lee, Myungjun Son, Jaeseong Yu +1Efficient Neural Network InferenceImage Restoration

    Korea University

  4. What Survives When You Compress a Recursive Reasoner for the Edge?

    Jun 25, 2026Pearse Jim, Steven Kolawole, Opegbemi Matthias Busoye +2Model CompressionEfficient Neural Network Inference

    ML Collective · Carnegie Mellon University

  5. The Inference-Compute Frontier and a Latency-Efficient Architecture for Limit Order Book Prediction

    Jun 24, 2026C. Evans HedgesEfficient Neural Network InferenceFinancial Time Series

    Independent Researcher New York, USA

  6. PatchINR: Patch-Based Implicit Neural Representations for Efficient and Scalable Inference

    Jun 24, 2026Jiachen Ren, Wenyong Zhou, Taiqiang Wu +4Efficient Neural Network InferenceImplicit Neural Representations

    The Department of Electrical and Computer Engineering, The University of Hong Kong, Hong Kong.

  7. End-to-End Radar and Communication Modulation Recognition with Neuromorphic Computing

    Jun 23, 2026Xiaohu Li, Chongxiao Qu, Caiyong Lin +2Efficient Neural Network InferenceSpiking Transformers

    China Nanhu Academy of Electronics and Information Technology, Jiaxing, China · University of Electronic Science and Technology of China, Chengdu, China

  8. Efficient Network Inference via Hardware-Aware Architecture Search, Model Pruning & Quantization

    Jun 22, 2026Lucas Heublein, Mark Deutel, Axel Plinge +1Efficient Neural Network InferenceHardware-Aware NAS

    Fraunhofer Institute for Integrated Circuits IIS, 90411 Nürnberg, Germany

  9. Hybrid Compression: Integrating Pruning and Quantization for Optimized Neural Networks

    Jun 22, 2026Minh-Loi Nguyen, Long-Bao Nguyen, Van-Hieu Huynh +2Model CompressionEfficient Neural Network Inference

    University of Science, Ho Chi Minh city, Vietnam · Vietnam National University, Ho Chi Minh city, Vietnam

  10. Multi-Level Resistive Synapses for On-Chip Neural Networks: A Physics-Based Design of a Memristive Crossbar Fabric with Quasi-Continuous Conductance States

    Jun 21, 2026David Alejandro Trejo PizzoEfficient Neural Network InferenceCompute-in-Memory

    Independent researcher.

  11. Low-power analogue neural networks with trainable nonlinear connections for continuous control

    Jun 21, 2026Ian T. Vidamour, Fernando Aguirre, Thomas J. Hayward +13Efficient Neural Network InferenceKolmogorov-Arnold Networks

    School of Computer Science, University of Sheffield, Sheffield, S1 4DP, United Kingdom · Intrinsic Semiconductor Technologies, London, United Kingdom · School of Chemical, Biological, and Materials Science Engineering, University of Sheffield, Sheffield, S1 3JD, United Kingdom +5

  12. Multi-cancer detection using a computationally efficient CNN with transfer learning

    Jun 21, 2026Vasileios E. Papageorgiou, Georgios Petmezas, Dimitrios-Panagiotis Papageorgiou +2Efficient Neural Network InferenceMedical Image Classification

    School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece · Department of Mathematics, National and Kapodistrian University of Athens, Athens, Greece · Department of Mathematics, Aristotle University of Thessaloniki, Thessaloniki, Greece +1

  13. An Analysis of Untrained Deep Reservoir Networks for Audio Surveillance

    Jun 20, 2026Corrado Baccheschi, Patrizio DazziEfficient Neural Network InferenceReservoir Computing

    Department of Computer Science · University of Pisa · Pisa, Italy

  14. Early-Exit Graph Neural Networks for Link Prediction

    Jun 20, 2026Roman Knyazhitskiy, Andrea Giuseppe Di FrancescoEfficient Neural Network InferenceGraph Neural Networks

    University of Cambridge · Sapienza University of Rome

  15. BatchGen: An Architecture for Scalable and Efficient Batch Inference

    Jun 19, 2026Tairan Xu, Leyang Xue, Zhan Lu +7Efficient Neural Network InferenceEfficient Inference

    University of Edinburgh · Tencent

  16. SwitchBraidNet: Quantisation-Aware Lightweight Architecture for Hybrid Brain-Computer Interface

    Jun 17, 2026Gourav Siddhad, Yogesh Kumar MeenaEfficient Neural Network InferenceBrain-Computer Interfaces

    Human-AI Interaction (HAIx) Lab, Indian Institute of Technology Gandhinagar, Gujarat, 382055, India

  17. Spiking Pyramid Wavelet Transformation for High-efficient and Low-energy Image Restoration

    Jun 17, 2026Chen Zhao, Xiantao Hu, Song Wu +5Efficient Neural Network InferenceWavelet Methods

    School of Intelligence Science and Technology, Nanjing University, Suzhou, 215163, Jiangsu, China · PCA Lab, Key Lab of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, 210094, Jiangsu, China · China Mobile Institute, Beijing, 100032, China +1

  18. Embedded Machine Learning for Microcontroller-Class Edge Devices: Data, Feature, Evaluation, and Deployment Pipelines

    Jun 16, 2026Mostafa DarvishiEfficient Neural Network InferenceKeyword Spotting

  19. S4oP: Operator-level Pruning of Structured State Space Models for Resource-Constrained Devices

    Jun 16, 2026Marco Deano, Filippo Ziche, Nicola BombieriEfficient Neural Network InferenceNeural Network Pruning

    University of Verona Italy

  20. A Neuromorphic Trigger for Efficient Audio Event Detection

    Jun 16, 2026Benjamin Hatton, Oliver Rhodes, Luca PeresEfficient Neural Network InferenceSpiking Neural Networks

    ICNS, University of Manchester Manchester, UK

  21. Reconfigurable Computing Challenge: Transformer for Jet Tagging on Versal AI Engines

    Jun 16, 2026Gram Koski, Sean Lipps, Zhenghua Ma +2Efficient Transformer InferenceEfficient Neural Network Inference

    Department of Computer Science and Engineering University of California San Diego La Jolla, CA, USA

  22. From Compression to Deployment: Real-Time and Energy-Efficient FastGRNN on Ultra-Constrained Microcontrollers

    Jun 15, 2026Emre Can KizilatesEfficient Neural Network InferenceRecurrent Neural Networks

    Independent Researcher, Izmir, Turkey

  23. Neural dynamical systems on ferroelectric compute-in-memory for real-time forecasting

    Jun 15, 2026Keshava Katti, Adithya Selvakumar, Pratik Chaudhari +1Efficient Neural Network InferenceDynamical Systems

    Electrical & Systems Engineering, University of Pennsylvania, Philadelphia, PA 19104, USA

  24. FEnc2^2: Unifying Data Packing for Efficient Private Inference via Convolution and Architecture-Aware Fragment Encoding

    Jun 15, 2026Ran Ran, Zhaoting Gong, Nuo Xu +3Efficient Neural Network InferenceHomomorphic Encryption

    North Carolina State University · University of Minnesota · University of California, Santa Cruz +1

  25. An affordable hardware-aware neural architecture search for deploying convolutional neural networks on ultra-low-power computing platforms

    Jun 15, 2026Andrea Mattia Garavagno, Edoardo Ragusa, Antonio Frisoli +1Efficient Neural Network InferenceTiny ML

    Dept. of Electrical, Electronic, Telecommunications Engineering and Naval Architecture (DITEN), University of Genoa, Genoa, Italy · Department of Excellence in Robotics & AI and Institute of Mechanical Intelligence, Scuola Superiore Sant’Anna, 56127 Pisa, Italy

  26. Scaling Adaptive Depth with Norm-Agnostic Residual Networks

    Jun 15, 2026Tomás Figliolia, Beren MillidgeEfficient Neural Network InferenceDynamic Neural Networks

    Zyphra San Francisco, CA

  27. DYNA-PRUNER: Input-Adaptive Data-Model Co-Pruning for Efficient and Scalable Spatio-Temporal Media Prediction

    Jun 13, 2026Fuyan Zhang, Yuqi Li, Qing Xu +2Efficient Neural Network InferenceSpatiotemporal Forecasting

    University of Edinburgh · The City College of New York, City University of New York · Institute of Computing Technology, Chinese Academy of Sciences +1

  28. 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

  29. 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

  30. 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