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Mingyi Hong

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Asynchronous Advantage Actor Critic: Non-asymptotic Analysis and Linear Speedup

Dec 31, 2020
Han Shen, Kaiqing Zhang, Mingyi Hong, Tianyi Chen

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Hybrid Federated Learning: Algorithms and Implementation

Dec 29, 2020
Xinwei Zhang, Wotao Yin, Mingyi Hong, Tianyi Chen

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Hybrid FL: Algorithms and Implementation

Dec 22, 2020
Xinwei Zhang, Wotao Yin, Mingyi Hong, Tianyi Chen

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Learning to Continuously Optimize Wireless Resource In Episodically Dynamic Environment

Nov 16, 2020
Haoran Sun, Wenqiang Pu, Minghe Zhu, Xiao Fu, Tsung-Hui Chang, Mingyi Hong

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Learning to Beamform in Heterogeneous Massive MIMO Networks

Nov 08, 2020
Minghe Zhu, Tsung-Hui Chang, Mingyi Hong

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A Two-Timescale Framework for Bilevel Optimization: Complexity Analysis and Application to Actor-Critic

Jul 10, 2020
Mingyi Hong, Hoi-To Wai, Zhaoran Wang, Zhuoran Yang

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Understanding Gradient Clipping in Private SGD: A Geometric Perspective

Jun 27, 2020
Xiangyi Chen, Zhiwei Steven Wu, Mingyi Hong

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Private Stochastic Non-Convex Optimization: Adaptive Algorithms and Tighter Generalization Bounds

Jun 24, 2020
Yingxue Zhou, Xiangyi Chen, Mingyi Hong, Zhiwei Steven Wu, Arindam Banerjee

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On the Divergence of Decentralized Non-Convex Optimization

Jun 20, 2020
Mingyi Hong, Siliang Zeng, Junyu Zhang, Haoran Sun

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FedPD: A Federated Learning Framework with Optimal Rates and Adaptivity to Non-IID Data

May 26, 2020
Xinwei Zhang, Mingyi Hong, Sairaj Dhople, Wotao Yin, Yang Liu

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