2023
DOI: 10.3233/faia230499
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Towards Feasible Counterfactual Explanations: A Taxonomy Guided Template-Based NLG Method

Pedram Salimi,
Nirmalie Wiratunga,
David Corsar
et al.

Abstract: Counterfactual Explanations (cf-XAI) describe the smallest changes in feature values necessary to change an outcome from one class to another. However, many cf-XAI methods neglect the feasibility of those changes. In this paper, we introduce a novel approach for presenting cf-XAI in natural language (Natural-XAI), giving careful consideration to actionable and comprehensible aspects while remaining cognizant of immutability and ethical concerns. We present three contributions to this endeavor. Firstly, through… Show more

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