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Almost Optimal Algorithms for Two-player Markov Games with Linear Function Approximation

Feb 15, 2021
Zixiang Chen, Dongruo Zhou, Quanquan Gu

* 31 pages 

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Mean-Field Analysis of Two-Layer Neural Networks: Non-Asymptotic Rates and Generalization Bounds

Feb 10, 2020
Zixiang Chen, Yuan Cao, Quanquan Gu, Tong Zhang

* 50 pages, 1 table 

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How Much Over-parameterization Is Sufficient to Learn Deep ReLU Networks?

Nov 27, 2019
Zixiang Chen, Yuan Cao, Difan Zou, Quanquan Gu

* 27 pages 

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Stein Neural Sampler

Oct 08, 2018
Tianyang Hu, Zixiang Chen, Hanxi Sun, Jincheng Bai, Mao Ye, Guang Cheng

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