Karthikeyan Shanmugam

Learning Global Transparent Models from Local Contrastive Explanations

2020 · arXiv (Cornell University)

There is a rich and growing literature on producing local point wise contrastive/counterfactual explanations for complex models. These methods highlight what is important to justify the classification and/or produce a contrast point that alters the …