Search Results for author: Mojtaba Farmanbar

Found 2 papers, 1 papers with code

Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals

1 code implementation17 Dec 2023 Patrick Altmeyer, Mojtaba Farmanbar, Arie van Deursen, Cynthia C. S. Liem

We formalise this notion of faithfulness through the introduction of a tailored evaluation metric and propose a novel algorithmic framework for generating Energy-Constrained Conformal Counterfactuals that are only as plausible as the model permits.

Conformal Prediction counterfactual

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