Counterfactual Marginalisation: Framework for Evaluating Robustness to Nuisance Variables
This work proposes counterfactual (CF) marginalisation as a test-time evaluation procedure for assessing robustness of classification models to such variables and demonstrates this framework's utility for quantitative robustness evaluation.