Maximum Likelihood Uncertainty Estimation: Robustness to Outliers

Deebul S. Nair, Nico Hochgeschwender, Miguel A. Olivares-Mendez

We benchmark the robustness of maximum likelihood based uncertainty estimation methods to outliers in training data for regression tasks. Outliers or noisy labels in training data…