Generative causal explanations of black-box classifiers

Matthew O'Shaughnessy, Gregory Canal, Marissa Connor +2

We develop a method for generating causal post-hoc explanations of black-box classifiers based on a learned low-dimensional representation of the data. The explanation is causal in…