A Federated Deepfake Speech Detection Method Based on Layer-Wise Center-Guided Weighting Aggregation

Yingjian Yu, Haiyan Guo, Tianshun Wang +2

The advancement of deep learning-based speech synthesis has significantly increased the diversity of deepfake speech, posing threats to voice authentication. While centralized trai…