NoisyFlow: Differentially Private Optimal Transport Using Neural Networks for Secure Biomedical Data Sharing
Yunyang Li, Nikhil Khandekar, Skylar Wang, Varada Vivek Khanna, Julian Sanker, Mark Gerstein
NoisyFlow enables secure biomedical data sharing by aligning data distributions across institutions using differentially private optimal transport with neural networks.
bioRxiv · Jan 31, 2025 · PreprintBioinformatics