Distributed Deep Neural Networks over the Cloud, the Edge and End Devices

6 September 2017

Surat Teerapittayanon

Papers citing "Distributed Deep Neural Networks over the Cloud, the Edge and End Devices"

45 / 95 papers shown

Title
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 35 87 0 04 May 2021
Can Differential Privacy Practically Protect Collaborative Deep Learning Inference for the Internet of Things? Jihyeon Ryu Yifeng Zheng Yansong Gao A. Abuadbba Junyaup Kim Dongho Won Surya Nepal Hyoungshick Kim Cong Wang 26 12 0 08 Apr 2021
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 45 402 0 05 Apr 2021
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges Yoshitomo Matsubara Marco Levorato Francesco Restuccia 33 199 0 08 Mar 2021
CoEdge: Cooperative DNN Inference with Adaptive Workload Partitioning over Heterogeneous Edge Devices Liekang Zeng Xu Chen Zhi Zhou Lei Yang Junshan Zhang 47 202 0 06 Dec 2020
Reducing Inference Latency with Concurrent Architectures for Image Recognition Ramyad Hadidi Jiashen Cao Michael S. Ryoo Hyesoon Kim BDL 14 3 0 13 Nov 2020
CLAN: Continuous Learning using Asynchronous Neuroevolution on Commodity Edge Devices Parth Mannan A. Samajdar T. Krishna 31 2 0 27 Aug 2020
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud Stefanos Laskaridis Stylianos I. Venieris Mario Almeida Ilias Leontiadis Nicholas D. Lane 28 266 0 14 Aug 2020
Identity-Aware Attribute Recognition via Real-Time Distributed Inference in Mobile Edge Clouds Zichuan Xu Jiangkai Wu Qiufen Xia Pan Zhou Jiankang Ren Huizhi Liang 23 4 0 12 Aug 2020
Split Computing for Complex Object Detectors: Challenges and Preliminary Results Yoshitomo Matsubara Marco Levorato 51 25 0 27 Jul 2020
CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning Yuanrui Dong Peng Zhao Hanqiao Yu Cong Zhao Shusen Yang 31 19 0 04 May 2020
The Internet of Things as a Deep Neural Network Rong Du Sindri Magnússon Carlo Fischione 17 7 0 23 Mar 2020
Improving IoT Analytics through Selective Edge Execution Apostolos Galanopoulos Argyrios G. Tasiopoulos Georgios Iosifidis Theodoros Salonidis D. Leith 33 3 0 07 Mar 2020
Communication-Efficient Edge AI: Algorithms and Systems Yuanming Shi Kai Yang Tao Jiang Jun Zhang Khaled B. Letaief GNN 31 327 0 22 Feb 2020
Adaptive Anomaly Detection for IoT Data in Hierarchical Edge Computing Mao V. Ngo H. Chaouchi Tie-Mei Luo Tony Q.S. Quek 27 16 0 10 Jan 2020
A Survey on Edge Computing Systems and Tools F. Liu Guoming Tang Youhuizi Li Zhiping Cai Xingzhou Zhang Tongqing Zhou 33 218 0 07 Nov 2019
Deep Learning at the Edge Sahar Voghoei N. Tonekaboni Jason G. Wallace H. Arabnia 21 41 0 22 Oct 2019
JSDoop and TensorFlow.js: Volunteer Distributed Web Browser-Based Neural Network Training José Á. Morell Andrés Camero Enrique Alba 29 9 0 12 Oct 2019
RADE: Resource-Efficient Supervised Anomaly Detection Using Decision Tree-Based Ensemble Methods S. Vargaftik I. Keslassy A. Orda Y. Ben-Itzhak 12 18 0 26 Sep 2019
Distributed Deep Convolutional Neural Networks for the Internet-of-Things Simone Disabato M. Roveri Cesare Alippi 24 47 0 02 Aug 2019
Machine Learning at the Network Edge: A Survey M. G. Sarwar Murshed Chris Murphy Daqing Hou Nazar Khan Ganesh Ananthanarayanan Faraz Hussain 40 378 0 31 Jul 2019
Cost-Driven Offloading for DNN-based Applications over Cloud, Edge and End Devices Bing Lin Yinhao Huang Jianshan Zhang Junqin Hu Xing Chen Jun Li 14 136 0 31 Jul 2019
Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference Kai Yang Yuanming Shi Wei Yu Z. Ding 16 42 0 29 Jul 2019
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey Xiaofei Wang Yiwen Han Victor C. M. Leung Dusit Niyato Xueqiang Yan Xu Chen 24 978 0 19 Jul 2019
Deep learning in ultrasound imaging Ruud J. G. van Sloun Regev Cohen Yonina C. Eldar 33 227 0 05 Jul 2019
EdgeLens: Deep Learning based Object Detection in Integrated IoT, Fog and Cloud Computing Environments Shreshth Tuli Nipam Basumatary Rajkumar Buyya 16 61 0 26 Jun 2019
Optimizing Pipelined Computation and Communication for Latency-Constrained Edge Learning N. Skatchkovsky Osvaldo Simeone 8 17 0 11 Jun 2019
OpenEI: An Open Framework for Edge Intelligence Xingzhou Zhang Yifan Wang Sidi Lu Liangkai Liu Lanyu Xu Weisong Shi 34 101 0 05 Jun 2019
Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing Zhi Zhou Xu Chen En Li Liekang Zeng Ke Luo Junshan Zhang 44 1,421 0 24 May 2019
Improving Device-Edge Cooperative Inference of Deep Learning via 2-Step Pruning Wenqi Shi Yunzhong Hou Sheng Zhou Z. Niu Yang Zhang Lu Geng 27 83 0 08 Mar 2019
An Optimized Recurrent Unit for Ultra-Low-Power Keyword Spotting Justice Amoh K. Odame 32 17 0 13 Feb 2019
DeepSZ: A Novel Framework to Compress Deep Neural Networks by Using Error-Bounded Lossy Compression Sian Jin Sheng Di Xin Liang Jiannan Tian Dingwen Tao Franck Cappello AI4CE 22 59 0 26 Jan 2019
Collaborative Execution of Deep Neural Networks on Internet of Things Devices Ramyad Hadidi Jiashen Cao Michael S. Ryoo Hyesoon Kim 23 19 0 08 Jan 2019
JALAD: Joint Accuracy- and Latency-Aware Deep Structure Decoupling for Edge-Cloud Execution Hongshan Li Chenghao Hu Jingyan Jiang Zhi Wang Yonggang Wen Wenwu Zhu 23 133 0 25 Dec 2018
Adaptive Task Allocation for Mobile Edge Learning Jin Zhu Wei Zheng 26 32 0 09 Nov 2018
To Compress, or Not to Compress: Characterizing Deep Learning Model Compression for Embedded Inference Qing Qin Jie Ren Jia-Le Yu Ling Gao Hai Wang Jie Zheng Yansong Feng Jianbin Fang Zheng Wang 16 21 0 21 Oct 2018
Resource Management in Fog/Edge Computing: A Survey Cheol-Ho Hong Blesson Varghese 36 391 0 30 Sep 2018
Deep Learning Towards Mobile Applications Ji Wang Bokai Cao Philip S. Yu Lichao Sun Weidong Bao Xiaomin Zhu HAI 32 98 0 10 Sep 2018
Not Just Privacy: Improving Performance of Private Deep Learning in Mobile Cloud Ji Wang Jianguo Zhang Weidong Bao Xiaomin Zhu Bokai Cao Philip S. Yu 29 193 0 10 Sep 2018
Echo: An Edge-Centric Code Offloading System with Quality of Service Guarantee Li Lin Xiaofei Liao 4 22 0 04 Jun 2018
Deep Learning in Mobile and Wireless Networking: A Survey Chaoyun Zhang P. Patras Hamed Haddadi 50 1,306 0 12 Mar 2018
Edge-Host Partitioning of Deep Neural Networks with Feature Space Encoding for Resource-Constrained Internet-of-Things Platforms J. Ko Taesik Na M. Amir Saibal Mukhopadhyay 24 148 0 11 Feb 2018
Musical Chair: Efficient Real-Time Recognition Using Collaborative IoT Devices Ramyad Hadidi Jiashen Cao M. Woodward Michael S. Ryoo Hyesoon Kim 22 34 0 05 Feb 2018
JointDNN: An Efficient Training and Inference Engine for Intelligent Mobile Cloud Computing Services Amir Erfan Eshratifar M. Abrishami Massoud Pedram FedML 34 248 0 25 Jan 2018
Techreport: Time-sensitive probabilistic inference for the edge Christian D. Weilbach Annette Bieniusa 25 0 0 30 Oct 2017