Damien Garreau

Explaining the Saliency Map Sparsity of Adversarially-Trained Neural Networks

Understanding why deep neural networks make a given prediction is of great importance for their safe deployment. In computer vision, saliency maps, which highlight the image region most influential for a prediction, remain a widely-used form of explanation. An empirical observation is the apparent sparsity of gradient...