2 papers
stat.ML2024
Certified Robust Accuracy of Neural Networks Are Bounded due to Bayes Errors
Ruihan Zhang, Jun Sun
Adversarial examples pose a security threat to many critical systems built on neural networks. While certified training improves robustness, it also decreases accuracy noticeably.…
cs.LG2023
Towards Certified Probabilistic Robustness with High Accuracy
Ruihan Zhang, Peixin Zhang, Jun Sun
Adversarial examples pose a security threat to many critical systems built on neural networks (such as face recognition systems, and self-driving cars). While many methods have bee…