FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning

Neural Information Processing Systems 

Since in real-world applications the data may contain bias on fairness-sensitive features (e.g., gender), VFL models may inherit bias from training data and become unfair for some user groups.

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