Yaqian Hao

Energy-based Model Guided Self-Supervised Learning for Speaker Verification

Self-supervised learning (SSL) has significantly advanced speaker verification, especially in scenarios with limited labeled data. This paper introduces Energy-based Confidence-Aware Distillation (EBCA-DINO), an SSL enhancement for speaker verification that integrates Energy-Based Models (EBMs) into…