Reconcile Certified Robustness and Accuracy for DNN-based Smoothed Majority Vote Classifier

Gaojie Jin, Xinping Yi, Xiaowei Huang

Within the PAC-Bayesian framework, the Gibbs classifier (defined on a posterior $Q$) and the corresponding $Q$-weighted majority vote classifier are commonly used to analyze the ge…