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cs.AI2021
Counterfactual Instances Explain Little
Adam White, Artur d'Avila Garcez
In many applications, it is important to be able to explain the decisions of machine learning systems. An increasingly popular approach has been to seek to provide \emph{counterfac…
cs.CV2021★ 3 cited
Contrastive Counterfactual Visual Explanations With Overdetermination
Adam White, Kwun Ho Ngan, James Phelan +4
A novel explainable AI method called CLEAR Image is introduced in this paper. CLEAR Image is based on the view that a satisfactory explanation should be contrastive, counterfactual…