Regularization Can Help Mitigate Poisoning Attacks... with the Right Hyperparameters

Javier Carnerero-Cano, Luis Muñoz-González, Phillippa Spencer +1

Machine learning algorithms are vulnerable to poisoning attacks, where a fraction of the training data is manipulated to degrade the algorithms' performance. We show that current a…