Asymmetric certified robustness via feature-convex neural networks

Asymmetric Certified Robustness via Feature-Convex Neural Networks

TLDR: We propose the asymmetric certified robustness problem, which requires certified robustness for only one class and reflects real-world adversarial scenarios. This fo...

adversarial articles deep dive feature networks neural networks neurips2023 robustness world