Do Deep Generative Models Know What They Don't Know?

Eric Nalisnick, Akihiro Matsukawa, Yee Whye Teh +2

A neural network deployed in the wild may be asked to make predictions for inputs that were drawn from a different distribution than that of the training data. A plethora of work h…