Peregrine: One-Shot Fine-Tuning for FHE Inference of General Deep CNNs

Huaming Ling, Ying Wang, Si Chen +1

We address two fundamental challenges in adapting general deep CNNs for FHE-based inference: approximating non-linear activations such as ReLU with low-degree polynomials while min…