"Explain it in the Same Way!" -- Model-Agnostic Group Fairness of
Counterfactual Explanations

"Explain it in the Same Way!" -- Model-Agnostic Group Fairness of Counterfactual Explanations

27 November 2022

Barbara Hammer

Papers citing ""Explain it in the Same Way!" -- Model-Agnostic Group Fairness of Counterfactual Explanations"

8 / 8 papers shown

Title
ProxiMix: Enhancing Fairness with Proximity Samples in Subgroups Jingyu Hu Jun Hong Mengnan Du Weiru Liu 26 0 0 02 Oct 2024
A Two-Stage Algorithm for Cost-Efficient Multi-instance Counterfactual Explanations André Artelt Andreas Gregoriades 33 0 0 02 Mar 2024
The Effect of Data Poisoning on Counterfactual Explanations André Artelt Shubham Sharma Freddy Lecue Barbara Hammer 23 1 0 13 Feb 2024
Fairness in Algorithmic Recourse Through the Lens of Substantive Equality of Opportunity Andrew Bell João Fonseca Carlo Abrate Francesco Bonchi Julia Stoyanovich FaML 33 2 0 29 Jan 2024
Robustness Implies Fairness in Causal Algorithmic Recourse A. Ehyaei Amir-Hossein Karimi Bernhard Schölkopf S. Maghsudi FaML 33 12 0 07 Feb 2023
A Few Good Counterfactuals: Generating Interpretable, Plausible and Diverse Counterfactual Explanations Barry Smyth Mark T. Keane CML 37 26 0 22 Jan 2021
On the Fairness of Causal Algorithmic Recourse Julius von Kügelgen Amir-Hossein Karimi Umang Bhatt Isabel Valera Adrian Weller Bernhard Schölkopf FaML 80 82 0 13 Oct 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,212 0 23 Aug 2019