Caihong Kai

Semi-VFL: Communication-efficient Few-label Vertical Federated Learning with Stacked Generalization and Model-level Consistency

Vertical federated learning (VFL) is a collaborative learning scheme where clients share some overlapping samples but have different feature spaces. Existing VFL schemes are restricted in model performance and deployment feasibility due to the scarcity of overlapping labeled samples and high communi…