Best-Effort Adversarial Approximation of Black-Box Malware Classifiers

Abdullah Ali, Birhanu Eshete

An adversary who aims to steal a black-box model repeatedly queries the model via a prediction API to learn a function that approximates its decision boundary. Adversarial approxim…