Mathematics

[1101] Can primal methods outperform primal-dual methods in decentralized dynamic optimization?

Kun Yuan UCLA Wei Xu USTC Qing Ling SYSU

Optimization and Control mathscidoc:2004.27010

IEEE Transactions on Signal Processing, 2020
[ Download ] [ 2020-04-27 01:42:40 uploaded by qinglingustc ] [ 983 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[1102] Federated variance-reduced stochastic gradient descent with robustness to Byzantine attacks

Zhaoxian Wu SYSU Qing Ling SYSU Tianyi Chen RPI Georgios Giannakis UMN

Optimization and Control mathscidoc:2004.27009

IEEE Transactions on Signal Processing, 2020
[ Download ] [ 2020-04-27 01:41:19 uploaded by qinglingustc ] [ 1133 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[1103] Communication-censored distributed stochastic gradient descent

Weiyu Li USTC Tianyi Chen RPI Liping Li USTC Zhaoxian Wu SYSU Qing Ling SYSU

Optimization and Control mathscidoc:2004.27008

IEEE Transactions on Neural Networks and Learning Systems, 2020
[ Download ] [ 2020-04-27 01:39:38 uploaded by qinglingustc ] [ 848 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[1104] Transport information geometry I: Riemannian calculus on probability simplex

Wuchen Li UCLA

Differential Geometry Information Theory Mathematical Physics Machine Learning mathscidoc:2004.19001

arXiv:1803.06360, 2018.3
[ Download ] [ 2020-04-27 01:36:35 uploaded by lwc2017 ] [ 1356 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[1105] Stochastic Quasi-Newton Methods for Nonconvex Stochastic Optimization

Xiao Wang University of Chinese Academy of Sciences Shiqian Ma University of California, Davis Donald Goldfarb Columbia University Wei Liu Tencent AI Lab

Optimization and Control mathscidoc:2004.27007

SIAM Journal on Optimization, 27, (2), 927-956, 2017.5
[ Download ] [ 2020-04-27 01:35:32 uploaded by concor123 ] [ 1816 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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