Developer

The following documents will help you understand the design ideas and principles of secretflow.

Background Materials

• A comprehensive comparison of various privacy-preserving technologies

Design Documentation

• Architecture
• SPU (Secure Processing Unit)
• HEU Device
• TEEU
• FLModel Design
• Strategy Design
• Programming in SecretFlow

Algorithm

• Secure Aggregation
• Federated Logistic Regression with Mix Partitioned data
• Strategy: FedProx
• Strategy: FedSCR
• Strategy: FedSTC
• Differential Privacy: Global DP in Federated Learning

Benchmark

• 隐语PSI Benchmark白皮书
• 隐语非平衡(Unbalanced) PSI Benchmark白皮书