Recently, pseudo label based semi-supervised learning has achieved great...
We develop the mathematical foundations of the stochastic modified equat...
State-of-the-art deep neural networks are known to be vulnerable to
adve...
The continuous dynamical system approach to deep learning is explored in...
We develop the method of stochastic modified equations (SME), in which
s...
Large CNNs have delivered impressive performance in various computer vis...
We introduce a framework for designing multi-scale, adaptive, shift-inva...