Tag

data mixture

0 views collected around this technical thread.

Tencent Advertising Technology
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
0 likes · 11 min read
FedMix: Boosting Vertical Federated Learning with Data Mixture