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cs.LG2026
Counterfactual Training: Teaching Models Plausible and Actionable Explanations
Patrick Altmeyer, Aleksander Buszydlik, Arie van Deursen +1
We propose a novel training regime termed counterfactual training that leverages counterfactual explanations to increase the explanatory capacity of models. Counterfactual explanat…
cs.LG2023
Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals
Patrick Altmeyer, Mojtaba Farmanbar, Arie van Deursen +1
Counterfactual explanations offer an intuitive and straightforward way to explain black-box models and offer algorithmic recourse to individuals. To address the need for plausible…