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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
ML-ITW: A Multilingual in-the-wild Benchmark for Speech Deepfake Detection
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…