no code implementations • 28 Jun 2021 • Patrick Loiseau, Benjamin Roussillon
We consider the problem of finding optimal classifiers in an adversarial setting where the class-1 data is generated by an attacker whose objective is not known to the defender -- an aspect that is key to realistic applications but has so far been overlooked in the literature.
1 code implementation • 30 Sep 2013 • Nicolas Gast, Stratis Ioannidis, Patrick Loiseau, Benjamin Roussillon
In this paper, we study a setting in which features are public but individuals choose the precision of the outputs they reveal to an analyst.