IDCloak: a Practical Secure Multi-Party Dataset Join Framework for Vertical Privacy-Preserving Machine Learning

Vertical privacy-preserving machine learning vPPML enables multiple parties to train models on their vertically distributed datasets while keeping datasets private. In vPPML, it is critical to perform the secure dataset join, which aligns features corresponding to intersection IDs across datasets...