Peiyu Yang*

Regulating Model Reliance on Non-Robust Features by Smoothing Input Marginal Density

"Trustworthy machine learning necessitates meticulous regulation of model reliance on non-robust features. We propose a framework to delineate and regulate such features by attributing model predictions to the input. Within our approach, robust feature attributions exhibit a certain consistency, whi…