2022
Deep Ensembles Work, But Are They Necessary?
NeurIPS 2022accept
Ensembling neural networks is an effective way to increase accuracy, and can often match the performance of individual larger models. This observation poses a natural question: given the choice between a deep ensemble and a single neural network with similar accuracy, is one preferable over the othe…