Actively Avoiding Nonsense in Generative Models

Steve Hanneke, Adam Tauman Kalai, Gautam Kamath, Christos Tzamos

Abstract: A generative model may generate utter nonsense when it is fit to maximize the likelihood of observed data. This happens due to “model error,” i.e., when the true data generating distribution does n...