PBM-VFL: Vertical Federated Learning with Feature and Sample Privacy

Linh Tran, Timothy Castiglia, Stacy Patterson +1

We present Poisson Binomial Mechanism Vertical Federated Learning (PBM-VFL), a communication-efficient Vertical Federated Learning algorithm with Differential Privacy guarantees. P…