Challenges and Opportunities in Edge Computing

7 September 2016

Dimitrios S. Nikolopoulos

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Papers citing "Challenges and Opportunities in Edge Computing"

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Title
LLMPi: Optimizing LLMs for High-Throughput on Raspberry Pi Mahsa Ardakani Jinendra Malekar Ramtin Zand MQ 75 1 0 02 Apr 2025
An Edge Computing-Based Solution for Real-Time Leaf Disease Classification using Thermal Imaging Públio Elon Correa da Silva Jurandy Almeida 61 2 0 06 Nov 2024
Task queue implementation for edge computing platform Veljko Maksimovic Milos Simic Milan Stojkov Miroslav Zaric 21 0 0 25 Oct 2024
Dynamic DAG-Application Scheduling for Multi-Tier Edge Computing in Heterogeneous Networks Xiang Li Mustafa Abdallah Yuan-Yao Lou Mung Chiang Kwang Taik Kim S. Bagchi 71 3 0 17 Sep 2024
From Algorithm to Hardware: A Survey on Efficient and Safe Deployment of Deep Neural Networks Xue Geng Zhe Wang Chunyun Chen Qing Xu Kaixin Xu ... Zhenghua Chen M. Aly Jie Lin Min-man Wu Xiaoli Li 87 1 0 09 May 2024
Real-Time Compressed Sensing for Joint Hyperspectral Image Transmission and Restoration for CubeSat Chih-Chung Hsu Chih-Yu Jian Eng-Shen Tu Chia-Ming Lee Guan-Lin Chen 64 7 0 24 Apr 2024
Rapid Deployment of DNNs for Edge Computing via Structured Pruning at Initialization Bailey J. Eccles Leon Wong Blesson Varghese 71 2 0 22 Apr 2024
Training Machine Learning models at the Edge: A Survey Aymen Rayane Khouas Mohamed Reda Bouadjenek Hakim Hacid Sunil Aryal 113 12 0 05 Mar 2024
Adaptive Deep Learning for Efficient Visual Pose Estimation aboard Ultra-low-power Nano-drones Beatrice Alessandra Motetti Luca Crupi Mustafa Omer Mohammed Elamin Elshaigi Matteo Risso Daniele Jahier Pagliari Daniele Palossi Luca Bompani 59 2 0 26 Jan 2024
The Security and Privacy of Mobile Edge Computing: An Artificial Intelligence Perspective Cheng Wang Zenghui Yuan Pan Zhou Zichuan Xu Ruixuan Li Dapeng Wu 47 24 0 03 Jan 2024
KCES: A Workflow Containerization Scheduling Scheme Under Cloud-Edge Collaboration Framework Chenggang Shan Runze Gao Qing Han Zhen Yang Jinhui Zhang Yuanqing Xia 52 2 0 02 Jan 2024
AdapterFL: Adaptive Heterogeneous Federated Learning for Resource-constrained Mobile Computing Systems Ruixuan Liu Ming Hu Zeke Xia Jun Xia Peng Zhang Yihao Huang Yang Liu Mingsong Chen FedML 97 7 0 23 Nov 2023
FedRA: A Random Allocation Strategy for Federated Tuning to Unleash the Power of Heterogeneous Clients Shangchao Su Bin Li Xiangyang Xue FedML 107 14 0 19 Nov 2023
Efficient Serverless Function Scheduling at the Network Edge Jiong Lou Zhiqing Tang Shijing Yuan Jie Li Chengtao Wu Weijia Jia 54 1 0 25 Oct 2023
Quantized Non-Volatile Nanomagnetic Synapse based Autoencoder for Efficient Unsupervised Network Anomaly Detection Muhammad Sabbir Alam W. A. Misba J. Atulasimha 21 1 0 12 Sep 2023
Enhancing Trustworthiness in ML-Based Network Intrusion Detection with Uncertainty Quantification Jacopo Talpini Fabio Sartori Marco Savi 67 4 0 05 Sep 2023
Task Offloading for Smart Glasses in Healthcare: Enhancing Detection of Elevated Body Temperature Abdenacer Naouri Nabil Abdelkader Nouri Attia Qammar Feifei Shi Huansheng Ning Sahraoui Dhelim 30 6 0 14 Aug 2023
Automated Speaker Independent Visual Speech Recognition: A Comprehensive Survey Praneeth Nemani G. S. Krishna Kundrapu Supriya BDL 62 3 0 14 Jun 2023
FLEdge: Benchmarking Federated Machine Learning Applications in Edge Computing Systems Herbert Woisetschläger Alexander Isenko R. Mayer Hans-Arno Jacobsen FedML 63 4 0 08 Jun 2023
GALOIS: A Hybrid and Platform-Agnostic Stream Processing Architecture Tarek Stolz I. Koren Liam Tirpitz Sandra Geisler 19 2 0 03 May 2023
On Achieving Privacy-Preserving State-of-the-Art Edge Intelligence Daphnee Chabal Dolly Sapra Z. Mann 58 5 0 10 Feb 2023
A Constant-per-Iteration Likelihood Ratio Test for Online Changepoint Detection for Exponential Family Models Kes Ward Gaetano Romano I. Eckley Paul Fearnhead 57 7 0 09 Feb 2023
PACED-5G: Predictive Autonomous Control using Edge for Drones over 5G V. N. Sankaranarayanan Gerasimos Damigos Achilleas Santi Seisa S. Satpute Tore Lindgren G. Nikolakopoulos 61 7 0 30 Jan 2023
Edge Computing Performance Amplification Vivek Basavegowda Ramu 24 5 0 01 Jan 2023
A Survey of Distributed Ledger Technology for IoT Verticals Rongxin Xu Qiujun Lan Shiva Raj Pokhrel Gang Li 59 0 0 22 Aug 2022
Introducing Federated Learning into Internet of Things ecosystems -- preliminary considerations Karolina Bogacka Katarzyna Wasielewska-Michniewska M. Paprzycki M. Ganzha Anastasiya Danilenka L. Tassakos Eduardo Garro FedML 55 1 0 15 Jul 2022
Jack and Masters of all Trades: One-Pass Learning Sets of Model Sets From Large Pre-Trained Models Han Xiang Choong Yew-Soon Ong Abhishek Gupta Caishun Chen Ray Lim 60 5 0 02 May 2022
No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices Ruixuan Liu Fangzhao Wu Chuhan Wu Yanlin Wang Lingjuan Lyu Hong Chen Xing Xie FedML 89 72 0 16 Feb 2022
BED: A Real-Time Object Detection System for Edge Devices Guanchu Wang Zaid Pervaiz Bhat Zhimeng Jiang Yi-Wei Chen Daochen Zha ... A. Niktash Mehmet Gorkem Ulkar O. E. Okman Xuanting Cai Helen Zhou 52 11 0 14 Feb 2022
PFGE: Parsimonious Fast Geometric Ensembling of DNNs Hao Guo Jiyong Jin B. Liu FedML 82 1 0 14 Feb 2022
Towards the Internet of Behaviors in airports with a fog-to-cloud approach Antonio Salis 21 6 0 11 Dec 2021
Serverless Platforms on the Edge: A Performance Analysis Hamza A. Javed A. N. Toosi M. Aslanpour 15 13 0 12 Nov 2021
Multi-task learning on the edge: cost-efficiency and theoretical optimality Sami Fakhry Romain Couillet Malik Tiomoko 30 1 0 09 Oct 2021
Collision avoidance for multiple MAVs using fast centralized NMPC B. Lindqvist Sina Sharif Mansouri Pantelis Sopasakis G. Nikolakopoulos 42 4 0 02 Sep 2021
Simulation of Hybrid Edge Computing Architectures Luca Serena Mirko Zichichi Gabriele D’angelo S. Ferretti 18 2 0 28 Aug 2021
Anomaly Detection using Edge Computing in Video Surveillance System: Review Devashree R. Patrikar M. Parate 57 79 0 06 Jul 2021
NEUKONFIG: Reducing Edge Service Downtime When Repartitioning DNNs A. Majeed Peter Kilpatrick I. Spence Blesson Varghese 23 2 0 29 Jun 2021
Revisiting the Arguments for Edge Computing Research Blesson Varghese E. de Lara Aaron Yi Ding Cheol-Ho Hong F. Bonomi ... P. Harvey P. Hewkin Weisong Shi M. Thiele P. Willis 64 29 0 23 Jun 2021
TOD: Transprecise Object Detection to Maximise Real-Time Accuracy on the Edge JunKyu Lee Blesson Varghese Roger Francis Woods Hans Vandierendonck 28 13 0 18 May 2021
Models of Computing as a Service and IoT: an analysis of the current scenario with applications using LPWAN W. R. Bezerra F. Koch Carlos Becker Westphall 15 1 0 13 May 2021
AVEC: Accelerator Virtualization in Cloud-Edge Computing for Deep Learning Libraries J. Kennedy Blesson Varghese C. Reaño 42 6 0 08 Mar 2021
MEDAL: An AI-driven Data Fabric Concept for Elastic Cloud-to-Edge Intelligence V. Theodorou I. Gerostathopoulos I. Alshabani Alberto Abelló David Breitgand 27 8 0 25 Feb 2021
Scission: Performance-driven and Context-aware Cloud-Edge Distribution of Deep Neural Networks Luke Lockhart P. Harvey Pierre Imai P. Willis Blesson Varghese 62 4 0 08 Aug 2020
A Case For Adaptive Deep Neural Networks in Edge Computing Francis McNamee Schahram Dustdar Peter Kilpatrick Weisong Shi I. Spence Blesson Varghese 43 9 0 04 Aug 2020
Mobility driven Cloud-Fog-Edge Framework for Location-aware Services: A Comprehensive Review Shreya Ghosh S. Ghosh 32 2 0 05 Jul 2020
S2CE: A Hybrid Cloud and Edge Orchestrator for Mining Exascale Distributed Streams N. Kourtellis H. Herodotou Maciej Grzenda P. Wawrzyniak Albert Bifet 30 3 0 02 Jul 2020
WattsApp: Power-Aware Container Scheduling H. Mehta P. Harvey Omer F. Rana Rajkumar Buyya Blesson Varghese 27 11 0 30 May 2020
A Survey on Edge Performance Benchmarking Blesson Varghese Nan Wang David Bermbach Cheol-Ho Hong Eyal de Lara Weisong Shi Christopher Stewart 55 9 0 24 Apr 2020
Modelling Fog Offloading Performance A. Majeed Peter Kilpatrick I. Spence Blesson Varghese 43 11 0 12 Feb 2020
Context-aware Distribution of Fog Applications Using Deep Reinforcement Learning Nan Wang Blesson Varghese 49 20 0 24 Jan 2020