Rui Wang

activity

20122025

most citedParameter Choices for Sparse Regularization with the

ℓ_{1}

Norm

7 citations · 17 across the 9 of their papers we have counts for

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2 papers · 1 filter

cs.LG2024

Sparse Deep Learning Models with the $ℓ_{1}$ Regularization

Lixin Shen, Rui Wang, Yuesheng Xu +1

Sparse neural networks are highly desirable in deep learning in reducing its complexity. The goal of this paper is to study how choices of regularization parameters influence the s…

stat.ML2024

Hypothesis Spaces for Deep Learning

Rui Wang, Yuesheng Xu, Mingsong Yan

This paper introduces a hypothesis space for deep learning based on deep neural networks (DNNs). By treating a DNN as a function of two variables - the input variable and the param…

Sparse Deep Learning Models with the ℓ1​ Regularization

Hypothesis Spaces for Deep Learning

Sparse Deep Learning Models with the $ℓ_{1}$ Regularization