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Global anchoring outperforms pairwise verification in synthetic speech source tracing, revealing hidden pitfalls in the latter's approach to metric learning.
Achieving a 20.7% reduction in compute while enhancing anti-spoofing robustness could redefine deployment strategies in self-supervised learning.
