Deep Gamblers: Learning to Abstain with Portfolio Theory

Liu Ziyin, Zhikang Wang, Paul Pu Liang +3

We deal with the \textit{selective classification} problem (supervised-learning problem with a rejection option), where we want to achieve the best performance at a certain level o…