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eess.AS2026
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…
eess.AS2024
Time-Graph Frequency Representation with Singular Value Decomposition for Neural Speech Enhancement
Tingting Wang, Tianrui Wang, Meng Ge +3
Time-frequency (T-F) domain methods for monaural speech enhancement have benefited from the success of deep learning. Recently, focus has been put on designing two-stream network m…
eess.AS2023★ 1 cited
The Graph feature fusion technique for speaker recognition based on wav2vec2.0 framework
Zirui Ge, Haiyan Guo, Zhen Yang
Pre-trained wav2vec2.0 model has been proved its effectiveness for speaker recognition. However, current feature processing methods are focusing on classical pooling on the output…