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eess.SY2023
A Minimal Control Family of Dynamical Systems for Universal Approximation
Yifei Duan, Yongqiang Cai
The universal approximation property (UAP) holds a fundamental position in deep learning, as it provides a theoretical foundation for the expressive power of neural networks. It is…
cs.LG2023★ 3 cited
Minimum Width of Leaky-ReLU Neural Networks for Uniform Universal Approximation
Li'ang Li, Yifei Duan, Guanghua Ji +1
The study of universal approximation properties (UAP) for neural networks (NN) has a long history. When the network width is unlimited, only a single hidden layer is sufficient for…