SpeechBrain is an open-source and all-in-one speech toolkit. It is designed to facilitate the
research and development of neural speech processing technologies by being simple …

Deep learning is progressively gaining popularity as a viable alternative to i-vectors for
speaker recognition. Promising results have been recently obtained with Convolutional …

A field that has directly benefited from the recent advances in deep learning is automatic
speech recognition (ASR). Despite the great achievements of the past decades, however, a …

The availability of open-source software is playing a remarkable role in the popularization of
speech recognition and deep learning. Kaldi, for instance, is nowadays an established …

Deep learning is currently playing a crucial role toward higher levels of artificial intelligence.
This paradigm allows neural networks to learn complex and abstract representations, that …

Learning good representations is of crucial importance in deep learning. Mutual Information
(MI) or similar measures of statistical dependence are promising tools for learning these …

Abstract While Deep Neural Network (DNN) models for ship maneuvering model are
commonly constructed using experimental model ships or simulation data, this study focuses …

Speech recognition is largely taking advantage of deep learning, showing that substantial
benefits can be obtained by modern Recurrent Neural Networks (RNNs). The most popular …

Automatic recognition of dysarthric speech is a very challenging research problem where
performances still lag far behind those achieved for typical speech. The main reason is the …

Despite the remarkable progress recently made in distant speech recognition, state-of-the-
art technology still suffers from a lack of robustness, especially when adverse acoustic …