Learning Against Distributional Uncertainty: On the Trade-off Between Robustness and Specificity

Shixiong Wang, Haowei Wang, Xinke Li +1

Trustworthy machine learning aims at combating distributional uncertainties in training data distributions compared to population distributions. Typical treatment frameworks includ…