Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference. - Ruying Bao; Sihang Liang; Qingcan Wang (CoRR, 2018)

Exponential Convergence of the Deep Neural Network Approximation for Analytic Functions. - Weinan E; Qingcan Wang (CoRR, 2018)

Global Convergence of Gradient Descent for Deep Linear Residual Networks. - Lei Wu; Qingcan Wang; Chao Ma 012 (NeurIPS, 2019)

A Priori Estimates of the Population Risk for Residual Networks. - Weinan E; Chao Ma 012; Qingcan Wang (CoRR, 2019)

Analysis of the Gradient Descent Algorithm for a Deep Neural Network Model with Skip-connections. - Weinan E; Chao Ma 012; Qingcan Wang; Lei Wu (CoRR, 2019)