Fundamental Tradeoffs between Invariance and Sensitivity to Adversarial Perturbations

2020

Citations in the corpus

• Fundamental Tradeoffs between Invariance and Sensitivity to Adversarial Perturbations (2020, background): “The fact that excessive robustness generalizes (as provably evidenced by the model of Zhang et al. (2019)) points to a deeper issue: there must exist overly-robust and predictive features in the data—that are not aligned with human perception.”