A Three Sample Hypothesis Test for Evaluating Generative Models

Casey Meehan, Kamalika Chaudhuri, Sanjoy Dasgupta

Abstract: Detecting overfitting in generative models is an important challenge in machine learning. In this work, we formalize a form of overfitting that we call {\em{data-copying}} – where the generative mo...