2025
MARS-VFL: A Unified Benchmark for Vertical Federated Learning with Realistic Evaluation
NeurIPS 2025spotlight
Vertical Federated Learning (VFL) has emerged as a critical privacy-preserving learning paradigm, enabling collaborative model training by leveraging distributed features across clients. However, due to privacy concerns, there are few publicly available real-world datasets for evaluating VFL methods…