Lu-Qing Luo

Suppress and Diversify: Refining Robust Pathways for Corruption Robustness

This work identifies a progressive decay of robust features across network layers and establishes a functional dependency between the prevalence of these features and model performance, and proposes Suppress and Diversify (S\&D), a non-intrusive refinement approach that enhances robustness by dynamically selecting robu...