2 papers
cs.CR2025
FOBNN: Fast Oblivious Inference via Binarized Neural Networks
Xin Chen, Zhili Chen, Shiwen Wei +2
The remarkable performance of deep learning has sparked the rise of Deep Learning as a Service (DLaaS), allowing clients to send their personal data to service providers for model…
cs.LG2024
CBNN: 3-Party Secure Framework for Customized Binary Neural Networks Inference
Benchang Dong, Zhili Chen, Xin Chen +3
Binarized Neural Networks (BNN) offer efficient implementations for machine learning tasks and facilitate Privacy-Preserving Machine Learning (PPML) by simplifying operations with…