L-Proto: Language-Aware Episodic Prototypical Training for Multilingual Speaker…

L-Proto introduces a language-aware episodic prototypical training method to disentangle speaker identity from language characteristics in multilingual speaker verification. The approach addresses the challenge of language-dependent acoustic variability that degrades cross-language generalization.