Time-Frequency Consistency Learning for Robust Speech Deepfake Detection
AI & Machine Learning, Computer Vision & Multimodal, Speech Recognition(arxiv.org)view on HackerNews
speech deepfake detectiontime-frequency consistency learningacoustic front-end processingrobustness evaluation
Author: zhinit
Date: 7/21/2026
Article Summary:
This paper proposes a Time-Frequency Consistency Learning framework for robust speech deepfake detection, addressing the performance degradation caused by acoustic front-end processing pipelines.