Single-Model Uncertainties for Deep Learning

Natasa Tagasovska, David Lopez-Paz

We provide single-model estimates of aleatoric and epistemic uncertainty for deep neural networks. To estimate aleatoric uncertainty, we propose Simultaneous Quantile Regression (S…