Search Results for author: Tzu-Han Lin

Found 3 papers, 2 papers with code

PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques

no code implementations4 Jan 2024 Tzu-Han Lin, How-Shing Wang, Hao-Yung Weng, Kuang-Chen Peng, Zih-Ching Chen, Hung-Yi Lee

Our study conducts extensive experiments to compare different PEFT methods and their layer-wise placement adapting Differentiable Architecture Search (DARTS).

Ensemble Learning Self-Supervised Learning

The Efficacy of Self-Supervised Speech Models for Audio Representations

1 code implementation26 Sep 2022 Tung-Yu Wu, Chen-An Li, Tzu-Han Lin, Tsu-Yuan Hsu, Hung-Yi Lee

Extensive experiments on speech and non-speech audio datasets are conducted to investigate the representation abilities of our ensemble method and its single constituent model.

Pitch Classification Representation Learning +1

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