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20242026
most citedStability and convergence analysis of AdaGrad for non-convex optimization via novel stopping time-based techniques

1 citations · 1 across the 4 of their papers we have counts for

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math.NA2025

Discontinuous hybrid neural networks for the one-dimensional partial differential equations

Xiaoyu Wang, Long Yuan, Yao Yu

A feedforward neural network, including hidden layers, motivated by nonlinear functions (such as Tanh, ReLU, and Sigmoid functions), exhibits uniform approximation properties in So…

stat.ML2025

Quantitative Error Bounds for Scaling Limits of Stochastic Iterative Algorithms

Xiaoyu Wang, Mikolaj J. Kasprzak, Jeffrey Negrea +2

Stochastic iterative algorithms, including stochastic gradient descent (SGD) and stochastic gradient Langevin dynamics (SGLD), are widely utilized for optimization and sampling in…