Xintian Han

Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach

2020 · arXiv (Cornell University)

We examine counterfactual explanations for explaining the decisions made by model-based AI systems. The counterfactual approach we consider defines an explanation as a set of the system's data inputs that causally drives the decision (i.e., …