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Multi-corpus training can actually *hurt* spoofing detection, unless you strip out dataset-specific biases with this clever domain-invariant feature extraction trick.
Speaker identity significantly impacts spoofing detection, and surprisingly, removing speaker-specific information from embeddings can dramatically improve performance, especially against sophisticated attacks.