3 papers
cs.SD2026
Time-Frequency Consistency Learning for Robust Speech Deepfake Detection
Jun Xue, Zhuolin Yi, Yanzhen Ren +6
Recently, speech deepfake detection (SDD) has achieved significant progress. However, its robustness evaluation remains largely confined to controlled additive noise scenarios, lac…
cs.SD2026
Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis
Zhuolin Yi, Jun Xue, Yanzhen Ren +5
The scale of speech anti-spoofing datasets has grown exponentially over the past decade, driven by the assumption that larger data leads to better performance. However, it remains…
cs.SD2026
How Well Do Current Speech Deepfake Detection Methods Generalize to the Real World?
Daixian Li, Jun Xue, Yanzhen Ren +4
Recent advances in speech synthesis and voice conversion have greatly improved the naturalness and authenticity of generated audio. Meanwhile, evolving encoding, compression, and t…