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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…
cs.LG2022
Vanilla Feedforward Neural Networks as a Discretization of Dynamical Systems
Yifei Duan, Li'ang Li, Guanghua Ji +1
Deep learning has made significant applications in the field of data science and natural science. Some studies have linked deep neural networks to dynamic systems, but the network…