A Non-Parametric Test to Detect Data-Copying in Generative Models

Casey Meehan, Kamalika Chaudhuri, Sanjoy Dasgupta

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…