The Online Knowledge Distillation Algorithm Based on Monitorial mechanism for Deepfake Speech Detection

Key Points

• Deepfake speech detection accuracy increased significantly, optimizing algorithm performance.
• The study reported a gain of 30% in detection rates using innovative monitorial mechanisms.
• Analysis of the algorithm addresses how knowledge distillation improves detection capabilities in real-time.
• The method highlights the necessity for advanced detection technologies as deepfake use escalates.