Verifying Global Two-Safety Properties in Neural Networks with Confidence

Anagha Athavale, Ezio Bartocci, Maria Christakis +3

We present the first automated verification technique for confidence-based 2-safety properties, such as global robustness and global fairness, in deep neural networks (DNNs). Our a…