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Distributed Learning on Heterogeneous Resource-Constrained Devices

Distributed Learning on Heterogeneous Resource-Constrained Devices

9 June 2020
Martin Rapp
R. Khalili
J. Henkel
    FedML
ArXivPDFHTML

Papers citing "Distributed Learning on Heterogeneous Resource-Constrained Devices"

16 / 16 papers shown
Title
Federated Optimization in Heterogeneous Networks
Federated Optimization in Heterogeneous Networks
Tian Li
Anit Kumar Sahu
Manzil Zaheer
Maziar Sanjabi
Ameet Talwalkar
Virginia Smith
FedML
180
5,168
0
14 Dec 2018
Applied Federated Learning: Improving Google Keyboard Query Suggestions
Applied Federated Learning: Improving Google Keyboard Query Suggestions
Timothy Yang
Galen Andrew
Hubert Eichner
Haicheng Sun
Wei Li
Nicholas Kong
Daniel Ramage
F. Beaufays
FedML
85
623
0
07 Dec 2018
AI Benchmark: Running Deep Neural Networks on Android Smartphones
AI Benchmark: Running Deep Neural Networks on Android Smartphones
Andrey D. Ignatov
Radu Timofte
William Chou
Ke Wang
Max Wu
Tim Hartley
Luc Van Gool
ELM
68
323
0
02 Oct 2018
Supervised Learning Under Distributed Features
Supervised Learning Under Distributed Features
Bicheng Ying
Kun Yuan
Ali H. Sayed
41
43
0
29 May 2018
Adaptive Federated Learning in Resource Constrained Edge Computing
  Systems
Adaptive Federated Learning in Resource Constrained Edge Computing Systems
Shiqiang Wang
Tiffany Tuor
Theodoros Salonidis
K. Leung
C. Makaya
T. He
Kevin S. Chan
242
1,706
0
14 Apr 2018
Pruning Convolutional Neural Networks for Resource Efficient Inference
Pruning Convolutional Neural Networks for Resource Efficient Inference
Pavlo Molchanov
Stephen Tyree
Tero Karras
Timo Aila
Jan Kautz
CVBM
VLM
57
417
0
19 Nov 2016
Quantized Neural Networks: Training Neural Networks with Low Precision
  Weights and Activations
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations
Itay Hubara
Matthieu Courbariaux
Daniel Soudry
Ran El-Yaniv
Yoshua Bengio
MQ
140
1,863
0
22 Sep 2016
OpenAI Gym
OpenAI Gym
Greg Brockman
Vicki Cheung
Ludwig Pettersson
Jonas Schneider
John Schulman
Jie Tang
Wojciech Zaremba
OffRL
ODL
214
5,075
0
05 Jun 2016
An Analysis of Deep Neural Network Models for Practical Applications
An Analysis of Deep Neural Network Models for Practical Applications
A. Canziani
Adam Paszke
Eugenio Culurciello
85
1,168
0
24 May 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on
  Learning
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
Christian Szegedy
Sergey Ioffe
Vincent Vanhoucke
Alexander A. Alemi
377
14,244
0
23 Feb 2016
Communication-Efficient Learning of Deep Networks from Decentralized
  Data
Communication-Efficient Learning of Deep Networks from Decentralized Data
H. B. McMahan
Eider Moore
Daniel Ramage
S. Hampson
Blaise Agüera y Arcas
FedML
392
17,453
0
17 Feb 2016
Asynchronous Methods for Deep Reinforcement Learning
Asynchronous Methods for Deep Reinforcement Learning
Volodymyr Mnih
Adria Puigdomenech Badia
M. Berk Mirza
Alex Graves
Timothy Lillicrap
Tim Harley
David Silver
Koray Kavukcuoglu
191
8,850
0
04 Feb 2016
Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization
Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization
Xiangru Lian
Yijun Huang
Y. Li
Ji Liu
135
499
0
27 Jun 2015
Adam: A Method for Stochastic Optimization
Adam: A Method for Stochastic Optimization
Diederik P. Kingma
Jimmy Ba
ODL
1.7K
150,006
0
22 Dec 2014
Parallel training of DNNs with Natural Gradient and Parameter Averaging
Parallel training of DNNs with Natural Gradient and Parameter Averaging
Daniel Povey
Xiaohui Zhang
Sanjeev Khudanpur
FedML
83
251
0
27 Oct 2014
The Arcade Learning Environment: An Evaluation Platform for General
  Agents
The Arcade Learning Environment: An Evaluation Platform for General Agents
Marc G. Bellemare
Yavar Naddaf
J. Veness
Michael Bowling
109
3,004
0
19 Jul 2012
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