Sphynx: A Deep Neural Network Design for Private Inference
Minsu Cho, Zahra Ghodsi, Brandon Reagen, Siddharth Garg, Chinmay D Hegde · IEEE Security & Privacy · 2022
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.