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Yunwen Lei

University of Birmingham

Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks


Sep 19, 2022
Yunwen Lei, Rong Jin, Yiming Ying

* to appear in Neural Information Processing Systems (NeurIPS 2022) 

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Stability and Generalization for Markov Chain Stochastic Gradient Methods


Sep 16, 2022
Puyu Wang, Yunwen Lei, Yiming Ying, Ding-Xuan Zhou


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Differentially Private Stochastic Gradient Descent with Low-Noise


Sep 09, 2022
Puyu Wang, Yunwen Lei, Yiming Ying, Ding-Xuan Zhou


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Stability and Generalization of Stochastic Optimization with Nonconvex and Nonsmooth Problems


Jun 14, 2022
Yunwen Lei


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Differentially Private SGDA for Minimax Problems


Jan 22, 2022
Zhenhuan Yang, Shu Hu, Yunwen Lei, Kush R. Varshney, Siwei Lyu, Yiming Ying


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Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning


Nov 23, 2021
Zhenhuan Yang, Yunwen Lei, Puyu Wang, Tianbao Yang, Yiming Ying

* NeurIPS 2021 accepted 

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Learning Interpretable Concept Groups in CNNs


Sep 21, 2021
Saurabh Varshneya, Antoine Ledent, Robert A. Vandermeulen, Yunwen Lei, Matthias Enders, Damian Borth, Marius Kloft


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Stability and Generalization for Randomized Coordinate Descent


Aug 17, 2021
Puyu Wang, Liang Wu, Yunwen Lei

* 12 pages, 1 figure 

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Fine-grained Generalization Analysis of Structured Output Prediction


May 31, 2021
Waleed Mustafa, Yunwen Lei, Antoine Ledent, Marius Kloft

* To appearn in IJCAI 2021 

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Stability and Generalization of Stochastic Gradient Methods for Minimax Problems


May 08, 2021
Yunwen Lei, Zhenhuan Yang, Tianbao Yang, Yiming Ying

* To appear in ICML 2021 

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