Causal Generative Explainers using Counterfactual Inference: A Case Study on the Morpho-MNIST Dataset

Will Taylor-Melanson, Zahra Sadeghi, Stan Matwin

In this paper, we propose leveraging causal generative learning as an interpretable tool for explaining image classifiers. Specifically, we present a generative counterfactual infe…