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Bounding and Approximating Intersectional Fairness through Marginal Fairness


Jun 12, 2022
Mathieu Molina, Patrick Loiseau

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* 42 pages, 7 figures 

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Pareto-Optimal Fairness-Utility Amortizations in Rankings with a DBN Exposure Model


May 16, 2022
Till Kletti, Jean-Michel Renders, Patrick Loiseau

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* 12 pages, 6 figures, published at SIGIR 2022 

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Introducing the Expohedron for Efficient Pareto-optimal Fairness-Utility Amortizations in Repeated Rankings


Feb 07, 2022
Till Kletti, Jean-Michel Renders, Patrick Loiseau

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* 10 pages, 6 figures, accepted at WSDM'22, February 21-25, 2022, Tempe, AZ, USA 

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On Fair Selection in the Presence of Implicit and Differential Variance


Dec 10, 2021
Vitalii Emelianov, Nicolas Gast, Krishna P. Gummadi, Patrick Loiseau

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* Accepted for publication in the Artificial Intelligence Journal. This paper is an extended version of our paper arXiv:2006.13699: we added a Bayesian-optimal baseline (in addition to the group-oblivious baseline) and generalized the model by assuming a group-dependent distribution of quality and an implicit bias; but we removed the part on two-stage selection 

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Scalable Optimal Classifiers for Adversarial Settings under Uncertainty


Jun 28, 2021
Patrick Loiseau, Benjamin Roussillon

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* 24 pages, 9 figures 

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On Fair Selection in the Presence of Implicit Variance


Jun 24, 2020
Vitalii Emelianov, Nicolas Gast, Krishna P. Gummadi, Patrick Loiseau

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* 27 pages, 10 figures, Economics and Computation (EC'20) 

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Nonzero-sum Adversarial Hypothesis Testing Games


Sep 28, 2019
Sarath Yasodharan, Patrick Loiseau

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* 23 pages, 14 figures. Accepted for publication in the 33rd Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada 

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The Price of Local Fairness in Multistage Selection


Jun 15, 2019
Vitalii Emelianov, George Arvanitakis, Nicolas Gast, Krishna Gummadi, Patrick Loiseau

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* 13 pages, 16 figures 

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Colonel Blotto and Hide-and-Seek Games as Path Planning Problems with Side Observations


Jun 03, 2019
Dong Quan Vu, Patrick Loiseau, Alonso Silva, Long Tran-Thanh

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Colonel Blotto Games and Hide-and-Seek Games as Path Planning Problems with Side Observations


May 27, 2019
Dong Quan Vu, Patrick Loiseau, Alonso Silva, Long Tran-Thanh

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