Sphynx: A Deep Neural Network Design for Private Inference

Private inference (PI) methods involving deep networks enable cryptographically secure machine learning but incur severe latency costs. We outline how neural architecture searches are used to design networks with fewer nonlinearities, enabling efficient PI.