Yongqiang Cai | DeepAI

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Qianxiao Li
36 publications
Zuowei Shen
18 publications
Li'ang Li
2 publications
Yifei Duan
2 publications
Guanghua Ji
2 publications

∙ 05/29/2023

Minimum Width of Leaky-ReLU Neural Networks for Uniform Universal Approximation

The study of universal approximation properties (UAP) for neural network...

0 Li'ang Li, et al. ∙

∙ 05/20/2023

Vocabulary for Universal Approximation: A Linguistic Perspective of Mapping Compositions

In recent years, deep learning-based sequence modelings, such as languag...

0 Yongqiang Cai, et al. ∙

∙ 09/23/2022

Achieve the Minimum Width of Neural Networks for Universal Approximation

The universal approximation property (UAP) of neural networks is fundame...

0 Yongqiang Cai, et al. ∙

∙ 09/22/2022

Vanilla feedforward neural networks as a discretization of dynamic systems

Deep learning has made significant applications in the field of data sci...

0 Yifei Duan, et al. ∙

∙ 04/18/2020

Optimization in Machine Learning: A Distribution Space Approach

We present the viewpoint that optimization problems encountered in machi...

0 Yongqiang Cai, et al. ∙

∙ 09/29/2018

On the Convergence and Robustness of Batch Normalization

Despite its empirical success, the theoretical underpinnings of the stab...

0 Yongqiang Cai, et al. ∙

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