Mohamed Harmanani

Diverse Prototypical Ensembles Improve Robustness to Subpopulation Shift

Subpopulation shift, characterized by a disparity in subpopulation distribution between the training and target datasets, can significantly degrade the performance of machine learning models. Current solutions to subpopulation shift involve modifying empirical risk minimization with re-weighting str…