AASIST3: KAN-Enhanced AASIST Speech Deepfake Detection using SSL Features and Additional Regularization for the ASVspoof 2024 Challenge

In three linesAASIST3 enhances speech deepfake detection by integrating Kolmogorov-Arnold Networks (KAN) into the AASIST framework. The model achieves minDCF=0.5357 (closed) and 0.1414 (open) on ASVspoof 2024, doubling prior performance. Code released on HuggingFace.

Summary generated by Claude — human-verified