Edge Inference

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17 papers in the last four weeks, up 240% on the four weeks before. 0.2% of all new papers.

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  1. Enabling Fully Integer-Only Inference for Lightweight Detection Transformers

    Jul 27, 2026Thanh Cong Le, Michal Szczepanski, Martyna PorebaEfficient Transformer InferenceEfficient Inference

    Université Paris-Saclay, CEA, List, Palaiseau, F-91120, France

  2. Edge Intelligence in Civil Aviation: Paradigms, Techniques, and Applications

    Jul 22, 2026Wenbin Li, Zhongtian Liao, Bolin Liu +4Edge InferenceEdge Computing

    China Southern Digital Intelligence Technology (Guangdong) Co., Ltd. China Southern Airlines Co., Ltd. Guangzhou, China

  3. Real-Time Semantic Segmentation with Optimized RetinaNet Architectures for Embedded Automotive Systems

    Jul 21, 2026Sai Sidharth DModel CompressionEdge Inference

  4. Recti-Q: Feature-Space Rectification for Out-of-Distribution-Robust Quantized Perception in Edge Robotics

    Jul 20, 2026Hamidreza Yaghoubi Araghi, Parastoo Pilevar, Ming C. LinDistribution Shift RobustnessImage Corruption Robustness

    University of Maryland, College Park, MD, USA

  5. Differentiable Logic Gate Networks for Low-Latency EEG Classification on Edge Devices

    Jul 20, 2026Shyamal Y. Dharia, Stephen D. Smith, Camilo E. ValderramaElectroencephalographyBrain-Computer Interfaces

    † The University of Winnipeg, Department of Applied Computer Science · ‡ The University of Winnipeg, Department of Psychology · ⋄University of Manitoba, Department of Electrical and Computer Engineering +1

  6. OrderMoE: An expert similarity driven distributed edge MoE inference

    Jul 19, 2026Xin Yuan, Ning Li, Quan Chen +2Edge InferenceMixture-of-Experts Inference

    School of Ocean Engineering, Harbin Institute of Technology, Heilongjiang, China · School of Computer Science and Technology, Harbin Institute of Technology, Heilongjiang, China · School of Computer Science and Technology, Guangdong University of Technology, Guangdong, China +2

  7. CLIFE: Camera-LiDAR Fusion Framework for Edge-Deployable Roadside VRU Perception

    Jul 17, 2026Tam Bang, Hoang H. Nguyen, Lei Cheng +6Edge InferenceCamera-LiDAR Fusion

    Center for Urban Informatics and Progress, University of Tennessee at Chattanooga, USA · University of Maryland, College Park, USA · University of Arizona, USA

  8. Aletheia: An Offline-First Clinical Decision Support System for Differential Diagnosis in Low-Resource Healthcare Settings

    Jul 14, 2026Joseph Walusimbi, Ann Move Oguti, Abubakhari Sserwadda +2Clinical Decision SupportHealthcare

    Department of Electronics and Computer Engineering, Soroti University, Soroti, Uganda · School of Health Sciences, Soroti University, Soroti, Uganda

  9. Lightweight Multi-Scale Anomaly Detection for Resource-Constrained Edge Devices

    Jul 14, 2026Raheen Junaid Wani, Smruti R. SarangiAutoencodersEdge Inference

    School of Information Technology Indian Institute of Technology, Delhi New Delhi, India 110016 · Department of Computer Science Indian Institute of Technology, Delhi New Delhi, India 110016

  10. MicroCharNet: Less is More for License Plate Character Detection

    Jul 13, 2026Huy Che, Dinh-Duy Phan, Duc-Lung VuEdge InferenceEfficient Object Detection

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

  11. Benchmarking Edge Inference Strategies for Deep Learning Models in Industrial Machine Vision

    Jul 13, 2026Miguel Gomez Fernandez, David Castro Boga, Roi Mendez-Rial +1Efficient Neural Network InferenceInference-Time Optimization

    Smart Systems and Smart Manufacturing (S3M) AIMEN O Porri˜no, Spain

  12. Edge Physical AI Deployment of Vision Transformers on Heterogeneous Edge GPU Targeting Autonomous Vehicles

    Jul 12, 2026Ashiyana Abdul Majeed, Mahmoud Meribout, Neethu Joseph +2Efficient Transformer InferenceEdge Inference

    Department of Computer and Information Engineering, Khalifa University, Abu Dhabi, UAE · Department of Electrical Engineering and Computer Science at the University of California, Irvine, CA 92697, USA

  13. DynaFilter: Cloud-driven Dynamic Filtering for Satellite Edge Intelligence

    Jul 11, 2026Ziyang Zhang, Jie Liu, Luca MottolaEdge InferenceRemote Sensing

    Politecnico di Milano · Milan, Italy · Harbin Institute of Technology +1

  14. Seeing is Free, Speaking is Not: Uncovering the True Energy Bottleneck in Edge VLM Inference

    Jul 10, 2026Junfei Zhan, Haoxun Shen, Mingang Guo +2Efficient VLM InferenceEdge Inference

    Department of Electrical and Systems Engineering University of Pennsylvania Philadelphia, PA, USA · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences Shenzhen, China · College of Information Science and Technology Jinan University Guangzhou, China

  15. Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems

    Jul 9, 2026Shuo Huai, Di Liu, Hao Kong +5Efficient Neural Network InferenceFederated Learning Aggregation

    School of Computer Science and Engineering, Nanyang Technological University, Singapore · HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Singapore · HP Inc., Palo Alto, California, USA

  16. EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI

    Jul 8, 2026Hao Kong, Di Liu, Shuo Huai +5Edge InferenceConvolutional Neural Networks

    School of Computer Science and Engineering, Nanyang Technological University (NTU), Singapore · HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University (NTU), Singapore · Department of Computer Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway +1

  17. Latency-Constrained DNN Architecture Learning for Edge Systems using Zerorized Batch Normalization

    Jul 8, 2026Shuo Huai, Di Liu, Hao Kong +4Efficient Neural Network InferenceEdge Inference

    aSchool of Computer Science and Engineering, Nanyang Technological University, 639798, Singapore · cDepartment of Computer Science, Norwegian University of Science and Technology, 7491, Trondheim, Norway · bHP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, 639798, Singapore +1

  18. Smart Scissor: Coupling Spatial Redundancy Reduction and CNN Compression for Embedded Hardware

    Jul 8, 2026Hao Kong, Di Liu, Shuo Huai +5Efficient Neural Network InferenceEdge Inference

    School of Computer Science and Engineering, Nanyang Technological University, Singapore · HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Singapore · HP Inc., Palo Alto, California, USA

  19. LiZAD: A Lightweight Zero-Shot Anomaly Detection Framework for Industrial Manufacturing

    Jul 2, 2026Uzair Khan, Luigi Capogrosso, Muhammad Aqeel +3Edge InferenceIndustrial Anomaly Detection

    University of Verona · Interdisciplinary Transformation University of Austria · ETH Zurich

  20. FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers

    Jun 30, 2026Hubert Dymarkowski, Xingjian Fu, Rappy Saha +2Hybrid CNN-Transformer ArchitecturesEdge Inference

    School of Computing Science, University of Glasgow, Scotland, UK

  21. Budget-Adaptive Routing: Skipping the Weak When the Strong Answers Anyway

    Jun 29, 2026Wei Geng, Nitinder Mohan, Jörg OttAdaptive Model RoutingEdge Inference

    Technical University of Munich Munich, Germany · TU Delft Delft, Netherlands

  22. SCENIC: Semantic-Conditioned Edge-Aware Neural Framework for Structured IoT Command Generation

    Jun 21, 2026Luke Ztz Hu, Hongbing Lang, Songping MaiEdge InferenceInternet of Things

    Tsinghua Shenzhen International Graduate School, Shenzhen, Guangdong, 518055 China · Shenzhen Belon Technology Co., Ltd., Shenzhen, China

  23. Configurable Algorithms for Histopathologic Cancer Detection on Quantum Hardware

    Jun 19, 2026Nandika Goyal, Glen Uehara, Andreas SpaniasEdge InferenceHybrid Quantum-Classical ML

    SenSIP Center, School of ECEE · Arizona State University

  24. Does Mixture-of-Experts Actually Help Inference on Consumer and Edge Hardware? An Empirical Study

    Jun 19, 2026Alfarizy Alfarizy, Hung Truong Thanh Nguyen, René Richard +2LLM Inference EfficiencyOn-Device Language Model Inference

    Analytics Everywhere Lab, University of New Brunswick, Fredericton, NB, Canada · TSAI Lab, University of New Brunswick, Fredericton, NB, Canada

  25. Low-Energy Reduced RISC-V Instruction Subset Processor for Tsetlin Machine Inference at the Edge

    Jun 18, 2026Chanda Gupta, Sanidhya Bhatia, Shaurya Priyadarshi +3Energy-Efficient MLEdge Inference

    CoDA Laboratory, Indian Institute of Technology Roorkee, Roorkee, India · Microsystems Research Group, Newcastle University, Newcastle upon Tyne, UK

  26. FrequencyFormer: A Co-Designed Sensor-to-Processor Pipeline for Frequency-Domain Vision Transformer Inference

    Jun 17, 2026Chengwei Zhou, Ovishake Sen, Xuming Chen +5Edge InferenceEfficient ViTs

    Case Western Reserve University, USA · University of Florida, USA · New Jersey Institute of Technology, USA

  27. Beyond Benchmarks: Continuous Edge Inference for Fine-Grained Roadside Perception

    Jun 15, 2026Aditya Mishra, Haroon LoneEdge InferenceReal-Time Object Detection

    Indian Institute of Science Education and Research Bhopal, India

  28. Instance-Aware Knowledge Distillation for Semi-Supervised Learning of an On-Board Multi-Task Dense Prediction Model for Collision Avoidance System

    Jun 15, 2026Gyutae Hwang, Sang Jun LeeCollision AvoidanceInstance Segmentation

    Division of Electronics and Information Engineering, Jeonbuk National University, 567 Baekje-daero, Deokjin-gu, Jeonju, 54896, Republic of Korea

  29. EdgeZSAD: Practical Zero-Shot Anomaly Detection on Edge Devices

    Jun 15, 2026Taewan Cho, Andrew Jaeyong ChoiEdge InferenceIndustrial Anomaly Detection

    1Gachon University · 2Plaid Labs Inc.

  30. Sustainable Face Recognition on Low-Power Devices with VQ-VAE Embeddings

    Jun 13, 2026Christos Chronis, Georgios Th. Papadopoulos, Iraklis VarlamisEnergy-Efficient MLEdge Inference

    Dep. of Informatics and Telematics Harokopio University of Athens Athens, Greece