Convergence of Edge Computing and Deep Learning: A Comprehensive Survey

19 July 2019

Dusit Niyato

Xu Chen

Papers citing "Convergence of Edge Computing and Deep Learning: A Comprehensive Survey"

50 / 58 papers shown

Title
Onboard Optimization and Learning: A Survey Monirul Islam Pavel Siyi Hu Mahardhika Pratama Ryszard Kowalczyk 26 0 0 07 May 2025
Edge-Cloud Collaborative Computing on Distributed Intelligence and Model Optimization: A Survey Jing Liu Yao Du Kun Yang Yan Wang Xiping Hu Zehua Wang Yang Liu Peng Sun Azzedine Boukerche Victor C.M. Leung 43 0 0 03 May 2025
Dynamic Tsetlin Machine Accelerators for On-Chip Training at the Edge using FPGAs Gang Mao Tousif Rahman Sidharth Maheshwari Bob Pattison Zhuang Shao R. Shafik Alex Yakovlev 29 0 0 28 Apr 2025
On the Impact of White-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Bram Adams Ahmed E. Hassan VLM 43 0 0 01 Nov 2024
Benchmarking Edge AI Platforms for High-Performance ML Inference Rakshith Jayanth Neelesh Gupta Viktor Prasanna BDL 30 1 0 23 Sep 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 23 3 0 17 Sep 2024
Rapid Deployment of DNNs for Edge Computing via Structured Pruning at Initialization Bailey J. Eccles Leon Wong Blesson Varghese 33 2 0 22 Apr 2024
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Emad Fallahzadeh Bram Adams Ahmed E. Hassan MQ 40 3 0 25 Mar 2024
Achieving Pareto Optimality using Efficient Parameter Reduction for DNNs in Resource-Constrained Edge Environment Atah Nuh Mih Alireza Rahimi Asfia Kawnine Francis Palma Monica Wachowicz R. Dubay Hung Cao 25 0 0 14 Mar 2024
Edge-based Parametric Digital Twins for Intelligent Building Indoor Climate Modeling Zhongjun Ni Chi Zhang M. Karlsson Shaofang Gong AI4CE 28 0 0 07 Mar 2024
Accelerating local laplacian filters on FPGAs Shashwat Khandelwal Z. Choudhury Shashwat Shrivastava Suresh Purini 22 3 0 18 Feb 2024
Industrial Internet of Things Intelligence Empowering Smart Manufacturing: A Literature Review Member Ieee Yujiao Hu Qingmin Jia Yuao Yao Yong Lee Mengjie Lee Chenyi Wang Xiaomao Zhou Senior Member Ieee Renchao Xie Feng Yu 29 29 0 02 Dec 2023
A Survey of Blockchain, Artificial Intelligence, and Edge Computing for Web 3.0 Jianjun Zhu Fan Li Jinyuan Chen 29 6 0 22 Nov 2023
Collaborative Learning-Based Scheduling for Kubernetes-Oriented Edge-Cloud Network Shihao Shen Yiwen Han Xiaofei Wang Shiqiang Wang Victor C. M. Leung 24 6 0 10 May 2023
Spectrum-aware Multi-hop Task Routing in Vehicle-assisted Collaborative Edge Computing Yiqin Deng Haixia Zhang Xianhao Chen Yuguang Fang 21 2 0 14 Apr 2023
Homogenizing Non-IID datasets via In-Distribution Knowledge Distillation for Decentralized Learning Deepak Ravikumar Gobinda Saha Sai Aparna Aketi Kaushik Roy 18 1 0 09 Apr 2023
User-centric Heterogeneous-action Deep Reinforcement Learning for Virtual Reality in the Metaverse over Wireless Networks Wen-li Yu Terence Jie Chua Junfeng Zhao EgoV 32 18 0 03 Feb 2023
An Exact Mapping From ReLU Networks to Spiking Neural Networks A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 36 22 0 23 Dec 2022
AI and 6G into the Metaverse: Fundamentals, Challenges and Future Research Trends Muhammad Zawish Fayaz Ali Dharejo Sunder Ali Khowaja Saleem Raza Steven Davy K. Dev P. Bellavista 31 61 0 23 Aug 2022
Edge-centric Optimization of Multi-modal ML-driven eHealth Applications A. Kanduri Sina Shahhosseini Emad Kasaeyan Naeini Hamid Alikhani P. Liljeberg N. Dutt Amir M. Rahmani 33 7 0 04 Aug 2022
AI Augmented Edge and Fog Computing: Trends and Challenges Shreshth Tuli Fatemeh Mirhakimi Samodha Pallewatta Syed Zawad G. Casale B. Javadi Feng Yan Rajkumar Buyya N. Jennings 21 56 0 01 Aug 2022
Dynamic Split Computing for Efficient Deep Edge Intelligence Arian Bakhtiarnia Nemanja Milošević Qi Zhang Dragana Bajović Alexandros Iosifidis 28 24 0 23 May 2022
Scheduling IoT Applications in Edge and Fog Computing Environments: A Taxonomy and Future Directions M. Goudarzi M. Palaniswami Rajkumar Buyya 20 69 0 26 Apr 2022
Enabling All In-Edge Deep Learning: A Literature Review Praveen Joshi Mohammed Hasanuzzaman Chandra Thapa Haithem Afli T. Scully 31 22 0 07 Apr 2022
Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal 34 6 0 04 Apr 2022
Graph Neural Networks in IoT: A Survey Guimin Dong Mingyue Tang Zhiyuan Wang Jiechao Gao Sikun Guo Lihua Cai Robert Gutierrez Brad Campbell Laura E. Barnes M. Boukhechba GNN AI4CE 40 96 0 29 Mar 2022
Hybrid Learning for Orchestrating Deep Learning Inference in Multi-user Edge-cloud Networks Sina Shahhosseini Tianyi Hu Dongjoo Seo A. Kanduri Bryan Donyanavard Amir M.Rahmani N. Dutt 26 4 0 21 Feb 2022
Towards Enabling Dynamic Convolution Neural Network Inference for Edge Intelligence Adewale Adeyemo Travis Sandefur Tolulope A. Odetola S. R. Hasan 16 4 0 18 Feb 2022
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 43 416 0 24 Nov 2021
Multi-Glimpse Network: A Robust and Efficient Classification Architecture based on Recurrent Downsampled Attention S. Tan Runpei Dong Kaisheng Ma 22 2 0 03 Nov 2021
Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d. Environments Joost Verbraeken M. Vos J. Pouwelse 31 4 0 21 Oct 2021
Learning, Computing, and Trustworthiness in Intelligent IoT Environments: Performance-Energy Tradeoffs B. Soret L. Nguyen J. Seeger Arne Bröring Chaouki Ben Issaid S. Samarakoon Anis El Gabli V. Kulkarni M. Bennis P. Popovski 31 13 0 04 Oct 2021
PhiNets: a scalable backbone for low-power AI at the edge Francesco Paissan Alberto Ancilotto Elisabetta Farella 28 32 0 01 Oct 2021
A communication efficient distributed learning framework for smart environments Lorenzo Valerio A. Passarella M. Conti 24 30 0 27 Sep 2021
Ground-Assisted Federated Learning in LEO Satellite Constellations N. Razmi Bho Matthiesen Armin Dekorsy P. Popovski FedML 11 79 0 03 Sep 2021
Management of Resource at the Network Edge for Federated Learning Silvana Trindade L. Bittencourt N. Fonseca 22 6 0 07 Jul 2021
Single-Layer Vision Transformers for More Accurate Early Exits with Less Overhead Arian Bakhtiarnia Qi Zhang Alexandros Iosifidis 27 35 0 19 May 2021
Pervasive AI for IoT applications: A Survey on Resource-efficient Distributed Artificial Intelligence Emna Baccour N. Mhaisen A. Abdellatif A. Erbad Amr M. Mohamed Mounir Hamdi Mohsen Guizani 28 86 0 04 May 2021
Single-Training Collaborative Object Detectors Adaptive to Bandwidth and Computation Juliano S. Assine José Cândido Silveira Santos Filho Eduardo Valle ObjD 44 8 0 03 May 2021
Improving the Accuracy of Early Exits in Multi-Exit Architectures via Curriculum Learning Arian Bakhtiarnia Qi Zhang Alexandros Iosifidis 30 12 0 21 Apr 2021
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design Cong Hao Jordan Dotzel Jinjun Xiong Luca Benini Zhiru Zhang Deming Chen 58 34 0 25 Mar 2021
Federated Quantum Machine Learning Samuel Yen-Chi Chen Shinjae Yoo FedML AI4CE 19 115 0 22 Mar 2021
Hypervector Design for Efficient Hyperdimensional Computing on Edge Devices T. Basaklar Y. Tuncel S. Y. Narayana S. Gumussoy Ümit Y. Ogras 13 25 0 08 Mar 2021
FantastIC4: A Hardware-Software Co-Design Approach for Efficiently Running 4bit-Compact Multilayer Perceptrons Simon Wiedemann Suhas Shivapakash P. Wiedemann Daniel Becking Wojciech Samek F. Gerfers Thomas Wiegand MQ 23 7 0 17 Dec 2020
DONE: Distributed Approximate Newton-type Method for Federated Edge Learning Canh T. Dinh N. H. Tran Tuan Dung Nguyen Wei Bao A. R. Balef B. Zhou Albert Y. Zomaya FedML 23 15 0 10 Dec 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 52 116 0 25 Nov 2020
CatFedAvg: Optimising Communication-efficiency and Classification Accuracy in Federated Learning D. Sarkar Sumit Rai Ankur Narang FedML 18 2 0 14 Nov 2020
Fast-Convergent Federated Learning Hung T. Nguyen Vikash Sehwag Seyyedali Hosseinalipour Christopher G. Brinton M. Chiang H. Vincent Poor FedML 26 192 0 26 Jul 2020
Information Freshness-Aware Task Offloading in Air-Ground Integrated Edge Computing Systems Xianfu Chen Celimuge Wu Tao Chen Zhi Liu Honggang Zhang M. Bennis Hang Liu Yusheng Ji 16 68 0 15 Jul 2020
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies Yu Huang Yue Chen 3DPC 49 83 0 10 Jun 2020