Zihao Wang

most citedTheoretical Analysis of Inductive Biases in Deep Convolutional Networks

7 citations · 13 across the 3 of their papers we have counts for

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cs.LG2023★ 7 cited

Theoretical Analysis of Inductive Biases in Deep Convolutional Networks

Zihao Wang, Lei Wu

In this paper, we provide a theoretical analysis of the inductive biases in convolutional neural networks (CNNs). We start by examining the universality of CNNs, i.e., the ability…

cs.LG2022★ 1 cited

spred: Solving $L_{1}$ Penalty with SGD

Liu Ziyin, Zihao Wang

We propose to minimize a generic differentiable objective with $L_{1}$ constraint using a simple reparametrization and straightforward stochastic gradient descent. Our proposal is th…

Theoretical Analysis of Inductive Biases in Deep Convolutional Networks

spred: Solving L1​ Penalty with SGD

spred: Solving $L_{1}$ Penalty with SGD