Mélanie Ducoffe

Don't Lie to Me! Robust and Efficient Explainability with Verified Perturbation Analysis

2022 · arXiv (Cornell University)

A variety of methods have been proposed to try to explain how deep neural networks make their decisions. Key to those approaches is the need to sample the pixel space efficiently in order to derive …