Adversarial Robustness for Tabular Data through Cost and Utility Awareness

Klim Kireev, Bogdan Kulynych, Carmela Troncoso

Many safety-critical applications of machine learning, such as fraud or abuse detection, use data in tabular domains. Adversarial examples can be particularly damaging for these ap…