Improving Classifier Confidence using Lossy Label-Invariant Transformations

Sooyong Jang, Insup Lee, James Weimer

Providing reliable model uncertainty estimates is imperative to enabling robust decision making by autonomous agents and humans alike. While recently there have been significant ad…