What do end-to-end speech models learn about speaker, language and channel information? A layer-wise and neuron-level analysis

<p>Deep neural networks are inherently opaque and challenging to interpret. Unlike hand-crafted feature-based models, we struggle to comprehend the concepts learned and how they interact within these models. This understanding is crucial not only for debugging purposes but also for ensuring fa...

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Main Author: Shammur Absar Chowdhury (16812394) (author)
Other Authors: Nadir Durrani (5297438) (author), Ahmed Ali (705582) (author)
Published: 2024
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