Conceptual Edits as Counterfactual Explanations

1 code implementation • AAAI-MAKE 2022 • Giorgos Filandrianos, Konstantinos Thomas, Edmund Dervakos1, Giorgos Stamou1

We propose a framework for generating counterfactual explanations of black-box classifiers, which answer the question “What has to change for this to be classified as X instead of Y?” in terms of given domain knowledge.

counterfactual Counterfactual Explanation