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Scaling Guarantees for Nearest Counterfactual Explanations

Oct 10, 2020
Kiarash Mohammadi, Amir-Hossein Karimi, Gilles Barthe, Isabel Valera


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A survey of algorithmic recourse: definitions, formulations, solutions, and prospects

Oct 08, 2020
Amir-Hossein Karimi, Gilles Barthe, Bernhard Schölkopf, Isabel Valera


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Privacy Amplification by Mixing and Diffusion Mechanisms

May 29, 2019
Borja Balle, Gilles Barthe, Marco Gaboardi, Joseph Geumlek


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Model-Agnostic Counterfactual Explanations for Consequential Decisions

May 28, 2019
Amir-Hossein Karimi, Gilles Barthe, Borja Balle, Isabel Valera


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Hypothesis Testing Interpretations and Renyi Differential Privacy

May 24, 2019
Borja Balle, Gilles Barthe, Marco Gaboardi, Justin Hsu, Tetsuya Sato


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Privacy Amplification by Subsampling: Tight Analyses via Couplings and Divergences

Jul 04, 2018
Borja Balle, Gilles Barthe, Marco Gaboardi


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