Learning Global Transparent Models Consistent with Local Contrastive Explanations

Tejaswini Pedapati, Avinash Balakrishnan, Karthikeyan Shanmugam +1

There is a rich and growing literature on producing local contrastive/counterfactual explanations for black-box models (e.g. neural networks). In these methods, for an input, an ex…