HierTrain: Fast Hierarchical Edge AI Learning with Hybrid Parallelism in Mobile-Edge-Cloud Computing

22 March 2020

Xu Chen

Papers citing "HierTrain: Fast Hierarchical Edge AI Learning with Hybrid Parallelism in Mobile-Edge-Cloud Computing"

24 / 24 papers shown

Title
A communication efficient distributed learning framework for smart environments Lorenzo Valerio A. Passarella M. Conti 58 30 0 27 Sep 2021
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 118 42,038 0 03 Dec 2019
Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing En Li Liekang Zeng Zhi Zhou Xu Chen 26 619 0 04 Oct 2019
Machine Learning at the Network Edge: A Survey M. G. Sarwar Murshed Chris Murphy Daqing Hou Nazar Khan Ganesh Ananthanarayanan Faraz Hussain 40 381 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 22 136 0 31 Jul 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 78 1,425 0 24 May 2019
Accelerating DNN Training in Wireless Federated Edge Learning Systems Jinke Ren Guanding Yu Guangyao Ding FedML 33 169 0 23 May 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 59 133 0 25 Dec 2018
Hydra: A Peer to Peer Distributed Training & Data Collection Framework Vaibhav Mathur K. Chahal OffRL 26 2 0 24 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 808 93,936 0 11 Oct 2018
Edge Intelligence: On-Demand Deep Learning Model Co-Inference with Device-Edge Synergy En Li Zhi Zhou Xu Chen 34 325 0 20 Jun 2018
Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge Takayuki Nishio Ryo Yonetani FedML 97 1,390 0 23 Apr 2018
JointDNN: An Efficient Training and Inference Engine for Intelligent Mobile Cloud Computing Services Amir Erfan Eshratifar M. Abrishami Massoud Pedram FedML 43 251 0 25 Jan 2018
AdaBatch: Adaptive Batch Sizes for Training Deep Neural Networks Aditya Devarakonda Maxim Naumov M. Garland ODL 50 136 0 06 Dec 2017
Distributed Deep Neural Networks over the Cloud, the Edge and End Devices Surat Teerapittayanon Bradley McDanel H. T. Kung FedML 53 713 0 06 Sep 2017
Large Batch Training of Convolutional Networks Yang You Igor Gitman Boris Ginsburg ODL 81 842 0 13 Aug 2017
Poseidon: An Efficient Communication Architecture for Distributed Deep Learning on GPU Clusters Huatian Zhang Zeyu Zheng Shizhen Xu Wei-Ming Dai Qirong Ho Xiaodan Liang Zhiting Hu Jinliang Wei P. Xie Eric Xing GNN 44 343 0 11 Jun 2017
Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour Priya Goyal Piotr Dollár Ross B. Girshick P. Noordhuis Lukasz Wesolowski Aapo Kyrola Andrew Tulloch Yangqing Jia Kaiming He 3DH 61 3,666 0 08 Jun 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.0K 20,692 0 17 Apr 2017
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 278 18,300 0 27 May 2016
MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems Tianqi Chen Mu Li Yutian Li Min Lin Naiyan Wang Minjie Wang Tianjun Xiao Bing Xu Chiyuan Zhang Zheng Zhang 77 2,243 0 03 Dec 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 509 36,643 0 08 Jun 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 709 99,991 0 04 Sep 2014
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 189 15,825 0 12 Nov 2013