Tencent Advertising Technology
Oct 23, 2024 · Artificial Intelligence
FedMix: Boosting Vertical Federated Learning with Data Mixture
This paper introduces FedMix, a method that enhances vertical federated learning by mixing aligned and unaligned data, theoretically demonstrating the value of unaligned data and empirically achieving over 10% ROI improvement and significant AUC gains while keeping computational and communication overhead low.
Federated Learningdata mixtureprivacy
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