Learning to Linearize Deep Neural Networks for Secure and Efficient Private Inference

Souvik Kundu, Shunlin Lu, Yuke Zhang +2

The large number of ReLU non-linearity operations in existing deep neural networks makes them ill-suited for latency-efficient private inference (PI). Existing techniques to reduce…