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cs.SD2022
Model Extraction Attack against Self-supervised Speech Models
Tsu-Yuan Hsu, Chen-An Li, Tung-Yu Wu +1
Self-supervised learning (SSL) speech models generate meaningful representations of given clips and achieve incredible performance across various downstream tasks. Model extraction…
cs.SD2022
Improving generalizability of distilled self-supervised speech processing models under distorted settings
Kuan-Po Huang, Yu-Kuan Fu, Tsu-Yuan Hsu +5
Self-supervised learned (SSL) speech pre-trained models perform well across various speech processing tasks. Distilled versions of SSL models have been developed to match the needs…
cs.SD2022
The Efficacy of Self-Supervised Speech Models for Audio Representations
Tung-Yu Wu, Chen-An Li, Tzu-Han Lin +2
Self-supervised learning (SSL) speech models, which can serve as powerful upstream models to extract meaningful speech representations, have achieved unprecedented success in speec…