1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.LG2026
Neural Approximation by Function Composition: Rigidity and Doubly Exponential Convergence
Wentao Huang, Haizhang Zhang
Deep neural networks approximate functions by composing affine maps with nonlinear activations, but how composition itself creates approximation power is not yet fully understood.…
math.CA2026
Exact-Support Counterexamples to Euclidean-to-Spherical Transfer of Positive Definiteness in Even Dimensions
Wentao Huang, Haizhang Zhang
For every odd integer , a continuous function supported in and isotropic positive definite on remains so on $\mathbb S…
cs.LG2022★ 1 cited
Convergence of Deep Neural Networks with General Activation Functions and Pooling
Wentao Huang, Yuesheng Xu, Haizhang Zhang
Deep neural networks, as a powerful system to represent high dimensional complex functions, play a key role in deep learning. Convergence of deep neural networks is a fundamental i…