Dejan Ničković

Verifying Global Two-Safety Properties in Neural Networks with Confidence

2024 · Lecture notes in computer science

Abstract 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 approach combines self-composition to leverage existing reachability analysis techniques and …