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Train your classifier first: Cascade Neural Networks Training from upper layers to lower layers

Feb 09, 2021
Shucong Zhang, Cong-Thanh Do, Rama Doddipatla, Erfan Loweimi, Peter Bell, Steve Renals

* Accepted by ICASSP 2021 

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On the Usefulness of Self-Attention for Automatic Speech Recognition with Transformers

Nov 08, 2020
Shucong Zhang, Erfan Loweimi, Peter Bell, Steve Renals

* arXiv admin note: substantial text overlap with arXiv:2005.13895 

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Stochastic Attention Head Removal: A Simple and Effective Method for Improving Automatic Speech Recognition with Transformers

Nov 08, 2020
Shucong Zhang, Erfan Loweimi, Peter Bell, Steve Renals


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When Can Self-Attention Be Replaced by Feed Forward Layers?

May 28, 2020
Shucong Zhang, Erfan Loweimi, Peter Bell, Steve Renals


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Acoustic Model Adaptation from Raw Waveforms with SincNet

Sep 30, 2019
Joachim Fainberg, Ondřej Klejch, Erfan Loweimi, Peter Bell, Steve Renals

* Accepted to IEEE ASRU 2019 

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