Jonathan Fieldsend

PRASS: Probabilistic Risk-averse Robust Learning with Stochastic Search

Deep learning models, despite their remarkable success in various tasks, have been shown to be vulnerable to adversarial perturbations. Although robust learning techniques that consider adversarial risks against worst-case perturbations can effectively increase a model's robustness, they may not alw…