Fig. 3. Performance of learned prediction algorithms.

Percent improvement in maximal risk and Bayes risk of our learned prediction algorithms relative to MLEs in the models shown in Table 1. The Bayes risk conveys a method’s performance over the entire model, although it is least informative for the multilayer perceptron model (where this prior puts most of its mass on simpler functional forms, e.g., on the top left panel of fig. S2 rather than the bottom left panel).