Dataset Usage Inference without Shadow Models or Held-out Data

Wojciech Łapacz, Stanisław Pawlak, Jan Dubiński +2

How much of my data was used to train a machine learning model? Dataset Usage Inference (DUI) aims to answer this by estimating what fraction of a dataset contributed to a model's…