Alert button
Picture for Puyu Wang

Puyu Wang

Alert button

Generalization Guarantees of Gradient Descent for Multi-Layer Neural Networks

May 26, 2023
Puyu Wang, Yunwen Lei, Di Wang, Yiming Ying, Ding-Xuan Zhou

Figure 1 for Generalization Guarantees of Gradient Descent for Multi-Layer Neural Networks
Viaarxiv icon

Stability and Generalization for Markov Chain Stochastic Gradient Methods

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

Viaarxiv icon

Differentially Private Stochastic Gradient Descent with Low-Noise

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

Figure 1 for Differentially Private Stochastic Gradient Descent with Low-Noise
Figure 2 for Differentially Private Stochastic Gradient Descent with Low-Noise
Viaarxiv icon

Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning

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

Figure 1 for Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning
Figure 2 for Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning
Viaarxiv icon

Stability and Generalization for Randomized Coordinate Descent

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

Figure 1 for Stability and Generalization for Randomized Coordinate Descent
Viaarxiv icon

Differentially Private SGD with Non-Smooth Loss

Jan 22, 2021
Puyu Wang, Yunwen Lei, Yiming Ying, Hai Zhang

Figure 1 for Differentially Private SGD with Non-Smooth Loss
Viaarxiv icon

Differential Privacy for Sparse Classification Learning

Aug 02, 2019
Puyu Wang, Hai Zhang

Figure 1 for Differential Privacy for Sparse Classification Learning
Figure 2 for Differential Privacy for Sparse Classification Learning
Figure 3 for Differential Privacy for Sparse Classification Learning
Figure 4 for Differential Privacy for Sparse Classification Learning
Viaarxiv icon