MLCapsule: Guarded Offline Deployment of Machine Learning as a Service

no code implementations • 1 Aug 2018 • Lucjan Hanzlik, Yang Zhang, Kathrin Grosse, Ahmed Salem, Max Augustin, Michael Backes, Mario Fritz

In this paper, we propose MLCapsule, a guarded offline deployment of machine learning as a service.

BIG-bench Machine Learning

Towards Reverse-Engineering Black-Box Neural Networks

3 code implementations • ICLR 2018 • Seong Joon Oh, Max Augustin, Bernt Schiele, Mario Fritz

On the one hand, our work exposes the vulnerability of black-box neural networks to different types of attacks -- we show that the revealed internal information helps generate more effective adversarial examples against the black box model.