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Jan K Chorowski

2 accepted papers

2022

Variable-rate hierarchical CPC leads to acoustic unit discovery in speech

NeurIPS 2022accept

The success of deep learning comes from its ability to capture the hierarchical structure of data by learning high-level representations defined in terms of low-level ones. In this paper we explore self-supervised learning of hierarchical representations of speech by applying multiple levels of Cont…

2015

Attention-Based Models for Speech Recognition

NeurIPS 2015spotlight

Recurrent sequence generators conditioned on input data through an attention mechanism have recently shown very good performance on a range of tasks including machine translation, handwriting synthesis and image caption generation. We extend the attention-mechanism with features needed for speech re…

Cited by 3496SourcePDFScholar