3 papers
cs.GT2026
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…
cs.AI2026
On the Impact of the Utility in Semivalue-based Data Valuation
Mélissa Tamine, Benjamin Heymann, Maxime Vono +1
Semivalue-based data valuation uses cooperative-game theory intuitions to assign each data point a value reflecting its contribution to a downstream task. Still, those values depen…
cs.CR2025
CriteoPrivateAds: A Real-World Bidding Dataset to Design Private Advertising Systems
Mehdi Sebbar, Corentin Odic, Mathieu Léchine +7
In the past years, many proposals have emerged in order to address online advertising use-cases without access to third-party cookies. All these proposals leverage some privacy-enh…