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. Rethinking Streaming-Perception Evaluation on Heterogeneous Edge Platforms

    Oct 4, 2026Misun Yu, Jinyoung Moon, Jemin LeeEdge InferenceHeterogeneous Computing

    Electronics and Telecommunications Research Institute (ETRI), Daejeon, Republic of Korea · Division of Electronics and Information Engineering, Jeonbuk National University, Jeonju, Republic of Korea

  2. Embedded Bi-Temporal Building Damage Assessment for On-Board Data Reduction

    Sep 29, 2026Thomas Goudemant, Benjamin Francesconi, Marjorie Bellizzi +1Disaster Damage AssessmentBuilding Damage Assessment

    IRT Saint Exupéry, France · CNES, France

  3. A packet-level digital hardware twin for commissioning megahertz diagnostic edge AI and plasma control system integration in tokamaks

    Sep 27, 2026Semin Joung, Abhilasha Dave, Luca Scomparin +6Edge InferenceDigital Twins

    Department of Nuclear Engineering and Engineering Physics, University of Wisconsin–Madison, Madison, WI, USA · SLAC National Accelerator Laboratory, Menlo Park, CA, USA

  4. RAMP: Robust Adaptive Mixed-Precision Quantization for Edge CPU Vision Models

    Sep 23, 2026David Población-Criado, Dario Garcia-Gasulla, Eduardo QuinonesMixed-Precision QuantizationEdge Inference

    Barcelona Supercomputing Center (BSC) · Universitat Politècnica de Catalunya - BarcelonaTech (UPC)

  5. GTR: Gated Token Recurrence for Efficient Dense Prediction

    Sep 22, 2026Zhe Feng, Longfei Liu, Wei Liu +7Efficient Neural Network InferenceGated Attention

    Didi International Business Group · Intellindust AI Lab · Institute of Automation, Chinese Academy of Sciences +2

  6. Empirical Auditing of Edge-Private Graph Generators

    Sep 21, 2026Anum Fatima, Stratis Limnios, James Adams +4Privacy AuditingEdge Inference

    Department of Statistics University of Oxford Oxford, United Kingdom · Plenitude Consulting, London, United Kingdom · National Physical Laboratory Teddington, United Kingdom +3

  7. Cross-Architecture Foundation-Model Distillation for Edge Flood Segmentation

    Sep 17, 2026Fabian Schmalstieg, Karsten Mueller, Wojciech SamekRemote Sensing Image SegmentationGeospatial Foundation Models

    Department of Artificial Intelligence, Fraunhofer Heinrich Hertz Institute, 10587 Berlin, Germany

  8. Radio-Frequency Convolutional Neural Networks

    Sep 16, 2026Zhihui Gao, Shi-Yuan Ma, Yiran Chen +2Efficient Neural Network InferenceEdge Inference

    Department of Electrical and Computer Engineering, Duke University, Durham, NC 27708, USA. · Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

  9. Event-based Selective Attention for Multi-resolution Fast Region of Interest (ROI) Detection

    Sep 15, 2026Luca Peres, Giulia D'Angelo, Chiara Bartolozzi +1Event-Based VisionVisual Attention

    Department of Cybernetics Faculty of Electrical Engineering Czech Technical University in Prague Prague, Czech Republic · Istituto Italiano di Tecnologia Genoa, Italy

  10. Carry-Through Checksum: A Lightweight Fault-Detection for CNN Inference at the Edge

    Sep 15, 2026Kyrylo Nazarevych, Mohammad Hasan Ahmadilivani, Krister Kaldre +2Edge InferenceConvolutional Neural Networks

    Tallinn University of Technology, Tallinn, Estonia · University of Manchester, Manchester, United Kingdom

  11. Proportional-Fair Resource Allocation and Dual-Threshold Early-Exit Inference for Secure Cooperative Multi-Layer Edge Intelligence

    Sep 14, 2026Thai T. Vu, John Le, Tu N. Nguyen +3Edge InferenceFair Resource Allocation

    School of Computing and Information Technology, University of Wollongong, Wollongong, NSW, Australia · Department of Computer Science, Kennesaw State University, Georgia, USA · CodeZX Software Company Limited, Vietnam

  12. A 25-μμs/inf Event-driven Graph Neural Network Processor with Spatiotemporal Caching and Spline Convolution for Ultra-low-latency AI at the Edge

    Sep 14, 2026Adrian Kneip, Martin Lefebvre, Daniel Gehrig +4Event-Based VisionAI Accelerator Inference

    Delft University of Technology (TU Delft), 2628 CD Delft, The Netherlands · KU Leuven, 3000 Leuven, Belgium · University of Zürich (UZH), 8050 Zürich, Switzerland +1

  13. Input Resolution Matters: Real-Time Object Detection Latency

    Sep 14, 2026Qingyang Zhang, Fumio Machida, Laura CarnevaliEdge InferenceReal-Time Object Detection

    Department of Computer Science University of Tsukuba Tsukuba, Japan · Department of Information Engineering University of Florence Florence, Italy

  14. BRIDGE-EEG: Bridging Self-Supervised Pretraining and Efficient Deployment for Cross-Dataset EEG Classification

    Sep 14, 2026Meghna Roy Chowdhury, Chengwei Zhou, Haotian Yu +2Self-Supervised Pre-TrainingEdge Inference

    Purdue University, Indiana, USA · Case Western University, Ohio, USA

  15. Adaptive AI: Energy Efficient Multi-exit TinyML on Intelligent Vision Systems at the Edge

    Sep 14, 2026Luca Crupi, Lorenzo Lamberti, Alessandro Giusti +1Efficient Neural Network InferenceEnergy-Efficient ML

    IDSIA, SUPSI, Lugano, Switzerland · IIS, ETH Zürich, Switzerland

  16. Elastoformer: Enabling Dynamic Adaptivity via Elastic Model Transformation

    Sep 9, 2026Sudaksh Kalra, Dolly SapraEfficient Neural Network InferenceDynamic Neural Networks

    University of Amsterdam The Netherlands

  17. JEDI: JEPA-to-Edge Distillation for Efficient Cropland Segmentation from Satellite Imagery

    Sep 7, 2026Kishor Kumar Bhaumik, Nicolas Roque dos Santos, Jia Chen +1Remote Sensing Image SegmentationAgricultural Remote Sensing

    University of California, Riverside

  18. Preprocessing Failure and Adversarial Detection in Depthwise-Separable Edge Vision Systems

    Sep 3, 2026Jannatul Masruk Mukta, Rifa Sanjida, Adrita Rahman Tory +2Edge InferenceAdversarial Robustness

    Bangladesh University of Business and Technology (BUBT), Mirpur-2, Dhaka-1216, Bangladesh · University of New South Wales (UNSW), ACT 2601, Australia

  19. LipCache: A Local Inference Proxy with Certified Caching for Edge Image Classification Service

    Aug 13, 2026Zhengzhe Xiang, Yinlin Chen, Fuli Ying +3Efficient Neural Network InferenceEdge Inference

  20. Achieving Near-Zero-Overhead Multi-Model Hierarchical Classification in Real-Time Detection Pipelines

    Aug 12, 2026Vaishnav RajuEfficient Neural Network InferenceAI Accelerator Inference

    Newspace Research and Technologies, Bengaluru, India

  21. APEX: Adaptive Expert Prefetching for Memory-Efficient Edge MoE Inference

    Aug 12, 2026Alish Kanani, Layan Badawi, Umit Y. OgrasEdge InferenceMixture-of-Experts Inference

    University of Wisconsin–Madison

  22. A Semantic Communication Approach to Fiducial Marker Processing in 5G-Enabled Edge SLAM

    Aug 10, 2026Boris Radovanovic, Vukan Ninkovic, Katarina Vidojevic +2Edge InferenceSemantic Communication

    Faculty of Technical Sciences, University of Novi Sad, Serbia · The Institute for Artificial Intelligence Research and Development of Serbia, Serbia

  23. CoDAT: Collaborative Dual-Attention Transformer with Low-Cost Temporal Modeling for Efficient Edge Action Recognition

    Aug 7, 2026Novendra Setyawan, Chi-Chia Sun, Mao-Hsiu Hsu +3Edge InferenceEfficient ViTs

    Department of Electro-Optics, National Formosa University, Huwei 632301, Taiwan · Department of Electrical Engineering, University of Muhammadiyah Malang, Malang 65144, Indonesia · Department of Electronic and Computer Engineering, National Taiwan University of Science and Technology, Taipei 106335, Taiwan +1

  24. An active-learning framework for real-time depth perception from monocular vision streams

    Aug 5, 2026Xiaorong Zeng, Weiqiang Chen, Peng Shi +4Edge InferenceMonocular Depth Estimation

    School of Mechanical and Automotive Engineering, Xiamen University of Technology, Xiamen, Fujian 361024, China · King Long United Automotive Industry Co. Ltd., Xiamen 361023, China · School of Electrical and Electronic Engineering, The University of Adelaide, Adelaide, SA 5005, Australia +2

  25. TopoCompress: Topology Aware Token Compression Algorithm for Distributed Edge MoE Inference

    Aug 1, 2026Ning Li, Xinyu Wang, Xin Yuan +3Edge InferenceMixture-of-Experts Inference

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

  26. HetRoute Heterogeneous and Cost-aware Collaborative Routing Framework for Distributed Edge MoE Inference

    Aug 1, 2026Xin Yuan, Ning Li, Wenchao Xu +2Edge InferenceCost-Aware Inference

    School of Ocean Engineering, Harbin Institute of Technology, Heilongjiang, China · School of Artificial Intelligence, University of Science and Technology Beijing, China · Division of Integrative Systems and Design, Hong Kong University of Science and Technology, Hong Kong +1

  27. TrimMoE A communication aware and adaptive depth framework for distributed edge inference

    Aug 1, 2026Ning Li, Shuting Bai, Xin Yuan +3Adaptive InferenceEdge Inference

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

  28. OrEdge: Efficient Multi-Modal Anomaly Detection in Distributed Software Systems via Orthogonal-Domain Learning

    Jul 31, 2026Amr M. Zaki, Farhoud Jafari Kaleibar, Honggeun Ji +2Edge InferenceOrthogonal Representation Learning

    School of Engineering, York University, Toronto, ON, Canada.

  29. When Fish Look Alike: Tracking Identities with Dual-branch Elasticity

    Jul 29, 2026Vran Lee, Xin Liu, Yijie Wei +3Edge InferenceMulti-Object Tracking

    China Agricultural University · Beijing Normal University · National University of Singapore

  30. Lightweight Image Classification of Raptor Species for Edge Devices: Rare-Species Dataset Expansion via Video Frame Extraction, Knowledge Distillation, and TensorRT Deployment

    Jul 28, 2026Takeshi NishikawaEdge InferenceFine-Grained Image Classification

    Foundation for Computational Science (FOCUS), Computational Science Center Building 1F, 7–1–28 Minatojima-Minamimachi, Chuo-ku, Kobe 650–0047, Japan

  31. 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

  32. 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

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

    Jul 21, 2026Sai Sidharth DModel CompressionEdge Inference

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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

  39. 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

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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

  45. 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

  46. 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

  47. 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

  48. 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

  49. 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

  50. 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

  51. 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

  52. 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

  53. 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

  54. 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

  55. 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

  56. 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

  57. 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

  58. 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

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

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

    1Gachon University · 2Plaid Labs Inc.

  60. 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