Experts Don't Cheat: Learning What You Don't Know By Predicting Pairs

Daniel D. Johnson, Daniel Tarlow, David Duvenaud +1

Identifying how much a model ${\hat{p}}_{\theta }(Y|X)$ knows about the stochastic real-world process $p(Y|X)$ it was trained on is important to ensure it avoids producing incorrect or…