Author

Jinghan Peng

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Preprint Oct 2026

Cross-Lingual Speaker Verification with Self-Supervised Pre-Trained Models

Speaker verification (SV) performance degrades under language mismatch due to the entanglement of speaker identity with language-specific acoustic cues. To address this problem, we leverage large-scale self-supervised pre-trained models (PTMs) to learn language-agnostic speaker representations. We utilize PTMs as robus...

Jing-Han Peng, Yu Zheng, Wei-Qiang Wang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

MECT: Mixture of Experts with CNN-Transformer Network for Speaker verification

MECT, a speaker verification model that integrates the Mixture-of-Experts (MoE) mechanism into a CNN-Transformer backbone with optimized block structure and stacking scheme, achieves state-of-the-art performance on VoxCeleb1 and delivers strong results on CN-Celeb, demonstrating its effectiveness across diverse dataset...

Yu Zheng, Jinghan Peng, Chang-Hao Zhang et al. · 0 citations