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

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

4 January 2024

Kuang-Chen Peng

Hung-yi Lee

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

8 / 8 papers shown

Title
MiniSUPERB: Lightweight Benchmark for Self-supervised Speech Models Yu-Hsiang Wang Huan Chen Kai-Wei Chang Winston H. Hsu Hung-yi Lee 60 6 0 30 May 2023
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning Han Zhou Xingchen Wan Ivan Vulić Anna Korhonen 51 45 0 28 Jan 2023
CHAPTER: Exploiting Convolutional Neural Network Adapters for Self-supervised Speech Models Zih-Ching Chen Yu-Shun Sung Hung-yi Lee 45 18 0 01 Dec 2022
Adaptable Adapters N. Moosavi Quentin Delfosse Kristian Kersting Iryna Gurevych 68 21 0 03 May 2022
HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units Wei-Ning Hsu Benjamin Bolte Yao-Hung Hubert Tsai Kushal Lakhotia Ruslan Salakhutdinov Abdel-rahman Mohamed SSL 134 2,879 0 14 Jun 2021
AdapterFusion: Non-Destructive Task Composition for Transfer Learning Jonas Pfeiffer Aishwarya Kamath Andreas Rucklé Kyunghyun Cho Iryna Gurevych CLL MoMe 125 837 0 01 May 2020
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 123 369 0 20 Sep 2019
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 181 4,326 0 24 Jun 2018

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