Search Results for author: Andres Algaba

Found 2 papers, 2 papers with code

LUCID-GAN: Conditional Generative Models to Locate Unfairness

1 code implementation28 Jul 2023 Andres Algaba, Carmen Mazijn, Carina Prunkl, Jan Danckaert, Vincent Ginis

Most group fairness notions detect unethical biases by computing statistical parity metrics on a model's output.

Bias Detection Fairness

LUCID: Exposing Algorithmic Bias through Inverse Design

1 code implementation26 Aug 2022 Carmen Mazijn, Carina Prunkl, Andres Algaba, Jan Danckaert, Vincent Ginis

The results show that by shifting the focus towards equality of treatment and looking into the algorithm's internal workings, the canonical sets are a valuable addition to the toolbox of algorithmic fairness evaluation.

Decision Making Fairness

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