2 papers
cs.CV2025
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…
cs.CR2022
SEEK: model extraction attack against hybrid secure inference protocols
Si Chen, Junfeng Fan
Security concerns about a machine learning model used in a prediction-as-a-service include the privacy of the model, the query and the result. Secure inference solutions based on h…