RobustBench: Standardized Adversarial Robustness Benchmark
Date: 2020-10
Affected: CIFAR-10/100, ImageNet classifiers
Attack vector: adversarial-input
Category: research
Severity: Medium

Croce et al. establish RobustBench, a standardized leaderboard of 120+ models under L-inf and L-2 threat models and common corruptions, exposing how few defenses survive AutoAttack.


Mitigations:

Architectural layers (MAESTRO):