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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.LG2024
How Does Bayes Error Limit Probabilistic Robust Accuracy
Ruihan Zhang, Jun Sun
Adversarial examples pose a security threat to many critical systems built on neural networks. Given that deterministic robustness often comes with significantly reduced accuracy,…