To further improve the efficiency, we derive a closed-form upper bound of the expected cross-entropy (CE) loss with the proposed data augmentation scheme.
instead of performing the augmentation procedure explicitly, we can directly minimize the upper bound, which is, in fact, a novel robust loss function.