Estimating Epistemic and Aleatoric Uncertainty with a Single Model

Matthew A. Chan, Maria J. Molina, Christopher A. Metzler

Estimating and disentangling epistemic uncertainty, uncertainty that is reducible with more training data, and aleatoric uncertainty, uncertainty that is inherent to the task at ha…