Rethinking Robustness in Machine Learning: A Posterior Agreement Approach

João Borges S. Carvalho, Victor Jimenez Rodriguez, Alessandro Torcinovich +4

The robustness of algorithms against covariate shifts is a fundamental problem with critical implications for the deployment of machine learning algorithms in the real world. Curre…