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A Federated Learning Framework for Nonconvex-PL Minimax Problems


May 29, 2021
Jiahao Xie, Chao Zhang, Yunsong Zhang, Zebang Shen, Hui Qian


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Federated Functional Gradient Boosting


Mar 11, 2021
Zebang Shen, Hamed Hassani, Satyen Kale, Amin Karbasi


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Partial Gromov-Wasserstein Learning for Partial Graph Matching


Dec 09, 2020
Weijie Liu, Chao Zhang, Jiahao Xie, Zebang Shen, Hui Qian, Nenggan Zheng


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Sinkhorn Natural Gradient for Generative Models


Nov 09, 2020
Zebang Shen, Zhenfu Wang, Alejandro Ribeiro, Hamed Hassani

* accepted to NeurIPS 2020 

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Sinkhorn Barycenter via Functional Gradient Descent


Jul 20, 2020
Zebang Shen, Zhenfu Wang, Alejandro Ribeiro, Hamed Hassani

* submitted to NIPS 2020 

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Safe Learning under Uncertain Objectives and Constraints


Jun 23, 2020
Mohammad Fereydounian, Zebang Shen, Aryan Mokhtari, Amin Karbasi, Hamed Hassani

* 42 pages, 2 figures 

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A Decentralized Proximal Point-type Method for Saddle Point Problems


Oct 31, 2019
Weijie Liu, Aryan Mokhtari, Asuman Ozdaglar, Sarath Pattathil, Zebang Shen, Nenggan Zheng

* 18 pages 

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Efficient Projection-Free Online Methods with Stochastic Recursive Gradient


Oct 24, 2019
Jiahao Xie, Zebang Shen, Chao Zhang, Boyu Wang, Hui Qian

* 15 pages, 3 figures 

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Stochastic Recursive Gradient-Based Methods for Projection-Free Online Learning


Oct 21, 2019
Jiahao Xie, Zebang Shen, Chao Zhang, Hui Qian, Boyu Wang

* 15 pages, 3 figures 

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Aggregated Gradient Langevin Dynamics


Oct 21, 2019
Chao Zhang, Jiahao Xie, Zebang Shen, Peilin Zhao, Tengfei Zhou, Hui Qian


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One Sample Stochastic Frank-Wolfe


Oct 10, 2019
Mingrui Zhang, Zebang Shen, Aryan Mokhtari, Hamed Hassani, Amin Karbasi


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A Stochastic Trust Region Method for Non-convex Minimization


Mar 04, 2019
Zebang Shen, Pan Zhou, Cong Fang, Alejandro Ribeiro


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Stochastic Conditional Gradient++


Feb 19, 2019
Hamed Hassani, Amin Karbasi, Aryan Mokhtari, Zebang Shen

* Submitted to COLT 2019 

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Towards More Efficient Stochastic Decentralized Learning: Faster Convergence and Sparse Communication


May 25, 2018
Zebang Shen, Aryan Mokhtari, Tengfei Zhou, Peilin Zhao, Hui Qian

* Accepted to ICML 2018 

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Riemannian Tensor Completion with Side Information


Feb 23, 2017
Tengfei Zhou, Hui Qian, Zebang Shen, Congfu Xu


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Accelerated Variance Reduced Block Coordinate Descent


Nov 13, 2016
Zebang Shen, Hui Qian, Chao Zhang, Tengfei Zhou


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Kinetic Energy Plus Penalty Functions for Sparse Estimation


Jul 06, 2014
Zhihua Zhang, Shibo Zhao, Zebang Shen, Shuchang Zhou


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