Boosting certified robustness via an expectation-based similarity regularization

Jiawen Li, Kun Fang, Xiaolin Huang, Jie Yang

Abstract: Highlights•A novel method that leverages the relationship among features to improve certified robustness.•Experimental results have shown better certified robustness over multiple defense methods.•The proposed method can avoid extra computational costs.