DeepReShape: Redesigning Neural Networks for Efficient Private Inference

Nandan Kumar Jha, Brandon Reagen

Prior work on Private Inference (PI) -- inferences performed directly on encrypted input -- has focused on minimizing a network's ReLUs, which have been assumed to dominate PI late…