AutoFHE: Automated Adaption of CNNs for Efficient Evaluation over FHE

Wei Ao, Vishnu Naresh Boddeti

Secure inference of deep convolutional neural networks (CNNs) under RNS-CKKS involves polynomial approximation of unsupported non-linear activation functions. However, existing app…