Supervised Post-training of Speech Foundation Models for Robust Adaptation in Speech Deepfake Detection

Zihan Pan, Sailor Hardik, Jinyang Wu

Large speech foundation models have shown strong potential for speech deepfake detection, but direct fine-tuning is limited by a mismatch between self-supervised pre-training objec…