Asymmetric
What is asymmetric cyberattack? | Definition from TechTarget
An asymmetric cyberattack refers to cyberwarfare that inflicts a proportionally large amount of damage compared to the resources used by targeting the victim’s most vulnerable security measure. What does ‘asymmetric’ mean in asymmetric cyberattacks? In asymmetric cyberattacks, the perpetrator has an unfair (or asymmetric) advantage over the victim that can be impossible to detect. Oftentimes,…
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 focused setting allows us to introduce feature-convex classifiers, which produce closed-form and deterministic certified radii on the order of milliseconds. Figure 1. Illustration of feature-convex classifiers…