Achieving Near-Optimal Convergence for Distributed Minimax Optimization with Adaptive Stepsizes
Published in NeurIPS, 2024
Yan Huang, Xiang Li, Yipeng Shen, Niao He, Jinming Xu
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Publications
My articles are also on my Google Scholar profile.
R-FAST: Robust Fully-Asynchronous Stochastic Gradient Tracking over General Topology
Published in IEEE Transactions on Signal and Information Processing over Networks, 2024
Zehan Zhu, Ye Tian, Yan Huang, Jinming Xu, Shibo He
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PrivSGP-VR: Differentially Private Variance-Reduced Stochastic Gradient Push with Tight Utility Bounds
Published in International Joint Conference on Artificial Intelligence (IJCAI), 2024
Zehan Zhu, Yan Huang, Xin Wang, Jinming Xu
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Distributed Optimization with Personalization: A Flexible Algorithmic Framework
Published in IEEE Transactions on Automatic Control (TAC), full paper, 2024
Yan Huang, Jinming Xu, Wenchao Meng, Hoi-To Wai and Li Chai
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Asynchronous Byzantine-Robust Stochastic Aggregation with Variance Reduction for Distributed Learning
Published in 2023 IEEE 62nd Conference on Decision and Control (CDC), 2023
Zehan Zhu, Yan Huang, Chengcheng Zhao and Jinming Xu
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A Loopless Distributed Algorithm for Personalized Bilevel Optimization
Published in 2023 IEEE 62nd Conference on Decision and Control (CDC), 2023
Youcheng Niu, Ying Sun, Yan Huang and Jinming Xu
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On the Computation-Communication Trade-Off with A Flexible Gradient Tracking Approach
Published in 2023 IEEE 62nd Conference on Decision and Control (CDC), 2023
Yan Huang and Jinming Xu
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Stochastic Gradient Tracking Methods for Distributed Personalized Optimization over Networks
Published in 2022 IEEE 61st Conference on Decision and Control (CDC), 2022
Yan Huang, Jinming Xu, Wenchao Meng, Hoi-To Wai
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Tackling Data Heterogeneity: A New Unified Framework for Decentralized SGD with Sample-induced Topology
Published in The 39th International Conference on Machine Learning, 2022
Yan Huang, Ying Sun, Zehan Zhu, Changzhi Yan, Jinming Xu
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Delay Compensation-Based Time Synchronization Under Random Delays: Algorithm and Experiment
Published in IEEE Transactions on Control Systems Technology, 2020
Yu-Ping Tian, Shaoheng Chun, Gan Chen, Siheng Zong, Yan Huang and Bo Wang
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Detection Performance in m-ary Relay Trees with Link Failures and Unreliable Communications
Published in 2019 IEEE 15th International Conference on Control and Automation (ICCA), 2019
Yan Huang and Yu-Ping Tian
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