Edge Computing

Ask about this topic

Momentum

10 papers in the last four weeks, down 17% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 105

All topics
CardsList

  1. Deadline-Aware Multi-Agent Reinforcement Learning for TSN-Based Vehicular Edge Networks

    Oct 7, 2026Bernardo A. C. Pereira, Marcos Carvalho, Fatih Temiz +5Edge ComputingMulti-Agent Reinforcement Learning

    Universidade Federal de Minas Gerais, Brazil · School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, Canada · University of Antwerp - imec, IDLab - Faculty of Applied Engineering, Belgium

  2. Efficient 3D Gaussian Head Avatars for Edge Devices

    Oct 7, 2026Umar Farooq, Jean-Yves Guillemaut, Adrian Hilton +13D Avatar Generation3D Gaussian Splatting

    CVSSP, University of Surrey

  3. DySCo: Dynamic Sharding for Collaborative Edge-Cloud LLM Inference with Depth-Synchronized Batching

    Oct 6, 2026Jingpo Xu, Paul Joe Maliakel, Ivona Brandic +1LLM InferenceEdge Computing

    University of Amsterdam Amsterdam, Netherlands · TU Wien Vienna, Austria

  4. Co-Optimizing Graph Sparsification and Approximate Computing for Energy-Efficient FPGA-Based GCN Inference

    Oct 5, 2026Nathaniel Kaye Mellor, Shreejith Shanker, George FlorosEdge ComputingGraph Sparsification

    Department of Electronic and Electrical Engineering, Trinity College Dublin, Ireland

  5. Cybersecurity in Edge Computing: A Trust-Aware Federated Hybrid Intrusion Detection Framework

    Sep 30, 2026Zawad Yalmie Sazid, Robert AbbasFederated Learning AggregationByzantine-Robust Federated Learning

    Victoria University, Sydney, Australia

  6. Task-Oriented Communications for Edge-Assisted Multi-View Localization

    Sep 28, 2026Zhengru Fang, Huanhuan Lou, Senkang Hu +5Edge ComputingGNSS-Denied Localization

    Hong Kong JC STEM Lab of Smart City and the Department of Computer Science, City University of Hong Kong, Hong Kong · School of Cyber Science and Technology, Beihang University, Beijing, China

  7. EdgeCraft: Automated Model Crafting for Edge IoT

    Sep 28, 2026Genglin Wang, Kaiwei Liu, Liekang Zeng +4Edge ComputingInternet of Things

    Department of Information Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China · School of Computer Science, Peking University, Beijing, China

  8. Analytical and Convolutional Neural Network-Based Motion-Vector Propagation for Efficient Video Object Detection

    Sep 28, 2026Ashiyana Abdul Majeed, Mahmoud Meribout, Neethu JosephEfficient Neural Network InferenceEdge Computing

    Department of Computer and Information Engineering, Khalifa University, Abu Dhabi, UAE

  9. The Operable Pareto Front: Distilling Offline Search into Run-Time Control for Multi-Objective UAV Edge-Computing Scheduling

    Sep 16, 2026Qiao Liao, Zhiyong Feng, Bin Wu +1Trajectory OptimizationEdge Computing

    School of Computer Science and Technology, Tianjin University, Tianjin, China · School of Computer Software, Tianjin University, Tianjin, China · School of Information Science and Engineering, Shandong Agriculture and Engineering University, Shandong, China

  10. Fast-Convergent Meta-RL via Gradient-Clustered BS Sampling for Edge Caching

    Sep 14, 2026Farnaz Niknia, Ping WangEdge ComputingMeta-Reinforcement Learning

    Lassonde School of Engineering at York University, Toronto, ON, M3J 1P3, Canada

  11. Efficient Vision-Language-Action Management and Serving for Robot Factories

    Sep 14, 2026Dionysios Adamopoulos, Nattapol Chanpaisit, Basel Fakhri +1Edge ComputingEfficient VLA Model Inference

    Max Planck Institute for Software Systems

  12. Real-World Deployment and Performance Characterisation of Fog-Based Deep Learning for Cold-Chain Temperature Prediction over LoRaWAN

    Sep 12, 2026Jeremiah Taguta, Jean Frederic Isingizwe Nturambirwe, Clement Nthambazale NyirendaTime Series ForecastingEdge Computing

    Department of Computer Science University of the Western Cape Cape Town, South Africa · eResearch Office University of the Western Cape Cape Town, South Africa

  13. EMMI: Edge Multi-Modal Intelligence for Communication-Efficient MLLM Inference via Fused Representation Compression

    Sep 11, 2026Motahare Mounesan, Irfan KhanEfficient Multimodal InferenceEdge Computing

    Texas A&M University

  14. A Measurement Study of LLM Inference Trade-offs Across Edge Continuum Hardware

    Sep 8, 2026Maysam Khatib, Moysis Symeonides, Demetris Trihinas +2LLM Inference EfficiencyLLM Evaluation

    University of Cyprus, Nicosia, Cyprus · University of Nicosia, Nicosia, Cyprus

  15. Para-Pipe: Exploiting Hierarchical Operator Parallelism of ML Computational Graphs on SoCs

    Sep 3, 2026Yujie Zhang, Huiying Lan, Ehsan Aghapour +5Efficient Neural Network InferenceEnergy-Efficient ML

    School of Computing, National University of Singapore, Singapore · Parallel Computer Systems, the University of Amsterdam, 1098 XH Amsterdam, The Netherlands · Information Technology Department, Black Sesame Technologies, San Jose, CA 95131, USA

  16. RACE-AIMC: Selective Inference for Heterogeneous Analog In-Memory Accelerators at the Edge

    Sep 2, 2026Osama Yousuf, Martin Lueker-BodenEfficient Neural Network InferenceCompute-in-Memory

    WD Research San Jose, CA, USA

  17. Measurement-Driven Sub-Network Selection for On-Premise Retrieval-Augmented Factory Agents

    Sep 2, 2026Vasileios Rizeakos, Georgios Paisios, Alexandros Machairas +2Hardware-Aware NASEdge Computing

    AI lab of enakronIC PC · Aspasias 72, 15561, Cholargos, Greece · Electrical & Computer Engineering +2

  18. Network-Aware Forecasting on Wireless Access Points

    Sep 2, 2026Niloo Bahadori, Swadhin Pradhan, Peiman AminiEfficient Neural Network InferenceEdge Computing

    Cisco Systems

  19. SCULPT: Training Edge Vision Models for Post-Training Quantization Readiness

    Sep 1, 2026Bharadwaj Kavuri, Sourav Babu-PK, Varadhraj Ellapan +2Edge ComputingActivation Quantization

    Valeo Vision Systems, Tuam, Ireland · Valeo India Pvt. Ltd, Chennai, India

  20. When Does Online Adaptation Pay on the Edge? A Leakage-Free Evaluation of Warmup, Learning-Rate Selection, and Resource Trade-offs for Time-Series Forecasting

    Sep 1, 2026Takumi Fujimoto, Hiroaki NishiMultivariate Time Series ForecastingLearning Rate Scheduling

    School of Science for Open and Environmental Systems, Graduate School of Science and Technology, Keio University, Yokohama, Japan

  21. FractalNet-Based Heterogeneous Federated Learning for Orbital Edge Intelligence in Satellite Mega-Constellations: A Wildfire Case Study

    Sep 1, 2026Sai Puppala, Koushik SinhaHierarchical Federated LearningWildfire Detection

    School of Computing

  22. Intelligent Edge Computing

    Aug 31, 2026Kalgi Gandhi, Minal BhiseEdge Computing

    Pandit Deendayal Energy University, Gandhinagar, Gujarat, India · Distributed Databases Group, Dhirubhai Ambani University, Gandhinagar, Gujarat, India

  23. Graph Neural Assisted Actor-Critic for Latency-Efficient Edge Vision System

    Aug 17, 2026Alam Noor, Luis Almeida, Kai Li +3Aerial RoboticsEdge Computing

    CISTER Research Center, Porto, Portugal. · Instituto de Telecomunicac¸˜oes, Faculdade de Engenharia, Universidade do Porto, Portugal. · Department of Information Technology, Kennesaw State University, USA. +2

  24. SPADE: Speculative Decoding for Precise and Low Cost Distributed Edge Cloud Inference

    Aug 13, 2026Divya Jyoti Bajpai, Kishan Kumar Upadhyay, Manjesh Kumar HanawalEdge ComputingCost-Aware Inference

    MLiONS, Department of IEOR, IIT Bombay Mumbai, Maharashtra-400076, India

  25. Hardware-Aware Deployment of Joint SAR Compression and Despeckling on FPGA

    Aug 11, 2026Cédric Léonard, Francescopaolo Sica, Martin SchulzLearned Image CompressionEdge Computing

    Technical University of Munich, Munich, Germany · Remote Sensing Technology Institute, German Aerospace Center (DLR), Weßling, Germany · Department of Aerospace Engineering, University of the Bundeswehr Munich, Neubiberg, Germany

  26. ImpactHO: Importance-Aware KV Cache Transfer for Multi-User Edge LLM Handover

    Aug 11, 2026Minwoo Kim, Soochang Song, Namyoon Lee +2KV CachingEdge Computing

    Department of Electrical Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, South Korea · Department of Electrical and Computer Engineering, Ajou University, Suwon 16499, South Korea

  27. Cloud-Boosted Low-Compute Multi-Channel Speech Enhancement

    Aug 7, 2026Xulin Fan, Juan Azcarreta, Ashutosh Pandey +5Edge ComputingSpeech Enhancement

    University of Illinois Urbana-Champaign, USA · Meta Reality Labs Research, USA

  28. Data collection from highways: a geometric, class-agnostic approach to embedded vehicle counting

    Aug 7, 2026Lucas Gouveia Omena Lopes, William W. M. Lira, Alexandre M. Lima +1Edge ComputingTraffic Flow Estimation

    Universidade Federal de Alagoas, Maceió, Alagoas, Brazil

  29. Synthetic LiDAR Data Generation and Deterministic Downsampling for Point Cloud Classification on the Edge

    Aug 7, 2026Niclas Meyer, Stefan ReitmannPoint Cloud ClassificationSynthetic Data Generation

    1Chemnitz University of Technology

  30. BALANCE: Hybrid Autoregressive-Speculative LLM Inference in Wireless Edge Networks

    Aug 6, 2026Guanqiao Qu, Shuo Chen, Qian Chen +2Edge ComputingLLM Inference Scheduling

    Department of Electrical and Computer Engineering, The University of Hong Kong, Hong Kong SAR, China · Electrical and Electronic Engineering Department, Imperial College, London SW7 2BT, U.K. · Electrical and Electronic Engineering, and Computing Departments, Imperial College, London SW7 2BT, U.K.

  31. Multi-Agent Reinforcement Learning for Online Traffic Scheduling in Time-Sensitive Application

    Aug 5, 2026Marcos Carvalho, Fatih Temiz, Shavbo Salehi +2Multi-Agent CoordinationEdge Computing

    Universidade Federal de Minas Gerais, Brazil · School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, Canada

  32. Spatiotemporal Graph Transformer for Traffic Intelligence in Edge Computing

    Aug 4, 2026Laha Ale, Letian Lin, Na Cao +2Edge ComputingTraffic Forecasting

    School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China · SWJTU-Leeds Joint School, Southwest Jiaotong University, Chengdu, China · Key Lab of Information Coding and Transmission, Southwest Jiaotong University, Chengdu, China +1

  33. Design and Evaluation of an AI-Enabled Cloud-Edge Architecture for Connected Precision Agriculture Farms

    Aug 4, 2026Deckshitha Angadi, Koteshwar Goud Surga, Nagaraju Lakkaraju +6Plant Disease ClassificationEdge Computing

    AI, IoT and Robotics Lab (AIR Lab), UAVs Group, Autonomous Robotics Systems Limited, Hyderabad, India · Department of Microelectronics and VLSI Design, University of Hyderabad, Hyderabad, India · Department of Artificial Intelligence, ThoughtGreen Technologies Private Limited, Hyderabad, India +6

  34. SAT-Edge-Agent: Hardware-in-the-Loop Edge-Agent Orchestration for Onboard Satellite Intelligence

    Aug 4, 2026Longji He, Jeto XuEdge ComputingLLM Agent Orchestration

    OgCloud Limited, Guangzhou, GD, China · College of Engineering, The Pennsylvania State University, University Park, PA, USA

  35. Learning-Based Collaborative MEC for LLM Inference with Soft-Deadline Awareness via Transformer-Enhanced PPO

    Aug 3, 2026Ngoc Hung Nguyen, Bjorn LandfeldtReinforcement LearningTransformer-Based RL

    Department of Electrical and Information Technology, Lund University, P.O. Box 117, Lund 22100, Sweden

  36. Latency-Tolerant Cloud-Edge Collaborative Vision-Language-Action Models via Emergent Representational Specialization

    Aug 1, 2026Daojie Peng, Fulong Ma, Bingtao Wang +2Robotic ControlEdge Computing

    HKUST(GZ) · Shandong University · HKUST

  37. GQ-FSL: Green Quantized Federated Split Learning

    Jul 31, 2026Idan Roth, Lutz LampeMixed-Precision QuantizationEnergy-Efficient ML

    The University of British Columbia, Vancouver, BC, Canada

  38. The AnyLog Edge Data Fabric

    Jul 30, 2026Roy Shadmon, Mark Davidson, Eric Aquaronne +3Edge ComputingEdge-Cloud Computing

  39. Denial of Deadline: Network-Driven Accuracy Collapse in Distributed Inference Pipelines

    Jul 27, 2026Jhonatan Tavori, Gur-Eyal Sela, Ion Stoica +1Adversarial AttacksEdge Computing

    Columbia University · UC Berkeley

  40. Energy Constrained Hierarchical Underwater Monitoring via Local Multi-Agent RAG

    Jul 27, 2026Mohamed Amine Janati, Laurent Gautier, Stéphane BarbotEdge ComputingWildlife Monitoring

    Ifremer, 1625 RTE de Sainte-Anne, Plouzané, 29280, France · IMT Atlantique, Technopôle Brest-Iroise, CS 83818, Plouzané, 29280, France

  41. SHARE: Towards Head-Mounted AR with User-Centric SLAM in Shared Human-Robot Workspaces

    Jul 27, 2026Tianyuan Du, Tianyi Hu, Hanting Ye +1Simultaneous Localization and MappingEdge Computing

    Duke University, Department of Electrical and Computer Engineering, Durham, North Carolina, United States

  42. OrchNAS: Orchestrated Neural Architecture Search Service for Personalised Federated Edge Intelligence

    Jul 24, 2026Keya Patel, Sajib Mistry, Sheik Mohammad Mostakim Fattah +1Energy-Efficient MLEdge Computing

    School of EECMS, Curtin University, Australia

  43. A Self-Calibrating Agentic AI Framework for Autonomous Edge Resource Allocation

    Jul 24, 2026Fin Gentzen, Marla Grunewald, Iulisloi Zacarias +2Edge ComputingLanguage Model Calibration

    Institut für Datentechnik und Kommunikationsnetze Technische Universität Braunschweig, Germany

  44. 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

  45. Leveraging ECRAM for Edge Continual Learning

    Jul 22, 2026Nabila Tasnim, Haoran Liu, Qing Cao +1Compute-in-MemoryContinual Learning

    University of Illinois Urbana-Champaign

  46. TAPAS: Throughput-adaptive Perception for Autonomous Systems

    Jul 19, 2026Aman Vyas, Vasista Kodumagulla, Zain Taufique +2Energy-Efficient MLEdge Computing

    Department of Computing, University of Turku, Finland

  47. Multi-Agent Scheduling with LLM-Assisted Contract Net Negotiation for Stream Processing in Mobile Edge Computing

    Jul 19, 2026Sabeur Lajili, Zaki BrahmiAutomated NegotiationAgent Communication Protocols

    University of Sousse, Tunisia

  48. EdgeFaaS: A Function-based Framework for Edge Computing

    Jul 16, 2026Neha Vadnere, Yu-Ting Wang, Yitao Chen +2Edge ComputingInternet of Things

    Arizona State University, Tempe, USA

  49. Active Beyond-Diagonal RIS Empowered Heterogeneous Edge Computing: A Distributional Reinforcement Learning Approach

    Jul 14, 2026Tianyu Pang, Hongyu LiDistributional RLReconfigurable Intelligent Surfaces

    Internet of Things Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China

  50. Edge-Aware Thermal Infrared UAV Swarm Tracking

    Jul 14, 2026Yu-Hsi ChenThermal ImagingKalman Filtering

    The University of Melbourne Parkville, Australia

  51. Securing LLMs in the Wild: Privacy and Security Challenges at the Edge

    Jul 13, 2026Ren-Yi Huang, Mingchen Li, Dumindu Samaraweera +1LLM Inference EfficiencyEdge Computing

    Department of Electrical and Computer Engineering, University of South Florida · Department of Mathematics, Embry-Riddle Aeronautical University

  52. NanoVSR: Towards Real-Time Video Super-Resolution on Edge Devices

    Jul 11, 2026Filip Pawlicki, Marcel Kańduła, Marcin Pucek +1Edge ComputingVideo Super-Resolution

    Gdańsk University of Technology, Faculty of Electronics, Telecommunications and Informatics, Department of Computer Architecture, Gdańsk, Poland · Gdańsk University of Technology, Faculty of Electronics, Telecommunications and Informatics, Department of Software Engineering, Gdańsk, Poland

  53. CSI-Assisted Edge SLAM Testbed Platform for 5G Connected Unmanned Autonomous Vehicles

    Jul 11, 2026Boris Radovanovic, Sasa Talosi, Srdjan Sobot +1Simultaneous Localization and MappingIntegrated Sensing and Communication

    Faculty of Technical Sciences, University of Novi Sad, Serbia

  54. EvoLP: Self-Evolving Latency Predictor for Model Compression in Real-Time Edge Systems

    Jul 10, 2026Shuo Huai, Hao Kong, Shiqing Li +5Efficient Neural Network InferenceEdge Computing

    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

  55. Entropy-Guided Tensor Compression for Multimodal Federated Learning on Edge Devices

    Jul 7, 2026Quoc Bao Phan, Tuy Tan NguyenTensor NetworksMultimodal Federated Learning

    Department of Electrical and Computer Engineering, Center for Advanced Power Systems, FAMU-FSU College of Engineering, Florida State University, Tallahassee, FL 32310, USA

  56. EcoVideo: Entropy-Orchestrated Video Generation Paradigm in Cloud-Edge Dynamics

    Jun 29, 2026Jiayu Chen, Hengyi Zhang, Maoliang Li +5Video Diffusion ModelsEdge Computing

    School of Computer Science, Peking University, China · International School, Beijing University of Posts and Telecommunications, China · School of Information Science and Technology, Beijing Forestry University, China +1

  57. CSAR: Containerized System Architecture for Robotics

    Jun 29, 2026Ambrosio-Cestero, Gregorio, Galindo Andrades +5Edge ComputingRobotics

    Machine Perception and Intelligent Robotics group (MAPIR), Dept. of System Engineering and Automation, Málaga Institute for Mechatronics Engineering and Cyber-Physical Systems (IMECH.UMA), University of Málaga, Blvr. Louis Pasteur 35, 29071 Málaga, Spain.

  58. Harvesting AI Computation at the Edge via Generic Approximation

    Jun 28, 2026Yihan Wang, Huiru Yan, Luxin Zhang +6Edge ComputingApproximate Computing

    Institute of Computing Technology (ICT), Chinese Academy of Sciences (CAS), Beijing 100190, China · North China Electric Power University, Beijing 102206, China

  59. Adaptive Joint Compression and Synchronisation in Federated Split Learning for IoT Rainfall Prediction

    Jun 23, 2026Wenjie Ding, Yi Sin Lin, Jiale Liu +8Edge ComputingSplit Federated Learning

    School of Computing · Newcastle University · Newcastle upon Tyne, United Kingdom

  60. CABLE: Cloud-Assisted Bandwidth-efficient LMM-based Encoding for V2X Systems

    Jun 17, 2026Haohua Que, Zhipeng Bao, Qianyi Wu +1Efficient VLM InferenceEdge Computing

    College of Engineering, University of Georgia, Athens, GA 30602, USA