Rafael Muller

Combining Ensembles and Data Augmentation Can Harm Your Calibration

Ensemble methods which average over multiple neural network predictions are a simple approach to improve a model’s calibration and robustness. Similarly, data augmentation techniques, which encode prior information in the form of invariant feature transformations, are effective for improving calibra…