Akshay Kulkarni*

Interpretability-Guided Test-Time Adversarial Defense

"We propose a novel and low-cost test-time adversarial defense by devising interpretability-guided neuron importance ranking methods to identify neurons important to the output classes. Our method is a training-free approach that can significantly improve the robustness-accuracy tradeoff while incur…