Seminars

Principled Methods for Responsible Empirical Risk Minimization

With Ahmad Beirami
Principled Methods for Responsible Empirical Risk Minimization

Abstract

"Empirical risk minimization (ERM) is typically designed to perform well on the average loss, which can result in estimators that are sensitive to outliers, generalize poorly, or treat subgroups unfairly. In this presentation, we overview principled methods to fight against these issues.

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About the presenter