Conservative Prediction via Data-Driven Confidence Minimization

Caroline Choi, Fahim Tajwar, Yoonho Lee +3

In safety-critical applications of machine learning, it is often desirable for a model to be conservative, abstaining from making predictions on unknown inputs which are not well-r…