42 citations · 91 across the 6 of their papers we have counts for
Showing 2018Show all
2 papers · 1 filter
cs.LG2018★ 16 cited
Exponential Convergence of the Deep Neural Network Approximation for Analytic Functions
Weinan E, Qingcan Wang
We prove that for analytic functions in low dimension, the convergence rate of the deep neural network approximation is exponential.
cs.LG2018★ 12 cited
Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference
Ruying Bao, Sihang Liang, Qingcan Wang
Deep neural networks have been demonstrated to be vulnerable to adversarial attacks, where small perturbations intentionally added to the original inputs can fool the classifier. I…