I Prefer not to Say: Protecting User Consent in Models with Optional Personal Data

Tobias Leemann, Martin Pawelczyk, Christian Thomas Eberle +1

We examine machine learning models in a setup where individuals have the choice to share optional personal information with a decision-making system, as seen in modern insurance pr…