34 citations · 171 across the 39 of their papers we have counts for
3 papers · 1 filter
Kernel Methods for Refined Prophet Inequalities
Patrick Loiseau, Mathieu Molina, Vianney Perchet +2
The single-selection prophet inequality is a canonical Bayesian online selection problem in which independent nonnegative values arrive sequentially and the decision-maker must irr…
An Asymptotic Analysis of the Shapley Value for Dataset Valuation
Mélissa Tamine, Benjamin Heymann, Maxime Vono +1
We propose an asymptotic analysis of the Shapley value in a dataset valuation setting in which utilities are modeled as smooth functionals of empirical distributions via reproducin…
Counterfactually Fair Regression via Optimal Transport
M. Generali Lince, S. Gaucher, J-J. Vie +1
We consider the problem of learning a counterfactually fair regressor. We adopt a causal uncertainty view in which counterfactual fairness is defined with resampled noise. We focus…