Highly Accurate CNN Inference Using Approximate Activation Functions over Homomorphic Encryption

Takumi Ishiyama, Takuya Suzuki, Hayato Yamana

In the big data era, cloud-based machine learning as a service (MLaaS) has attracted considerable attention. However, when handling sensitive data, such as financial and medical da…