2022
Certifying Out-of-Domain Generalization for Blackbox Functions
ICML 2022spotlight
Certifying the robustness of model performance under bounded data distribution drifts has recently attracted intensive interest under the umbrella of distributional robustness. However, existing techniques either make strong assumptions on the model class and loss functions that can be certified, su…