Adversarial Risk and the Dangers of Evaluating Against Weak Attacks

Jonathan Uesato, Brendan O'Donoghue, Pushmeet Kohli, Aäron van den Oord

Abstract: This paper investigates recently proposed approaches for defending against adversarial examples and evaluating adversarial robustness. We motivate <em>adversarial risk</em> as an objective for achi...