2021
Local Competition and Stochasticity for Adversarial Robustness in Deep Learning
AISTATS 2021poster
This work addresses adversarial robustness in deep learning by considering deep networks with stochastic local winner-takes-all (LWTA) activations. This type of network units result in sparse representations from each model layer, as the units are organized in blocks where only one unit generates a…