Benefits of Online Tilted Empirical Risk Minimization: A Case Study of Outlier Detection and Robust Regression

Yigit E. Yildirim, Samet Demir, Zafer Dogan

Empirical Risk Minimization (ERM) is a foundational framework for supervised learning but primarily optimizes average-case performance, often neglecting fairness and robustness con…