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09/20/2023
Leveraging Data Collection and Unsupervised Learning for Code-switched Tunisian Arabic Automatic Speech Recognition
Crafting an effective Automatic Speech Recognition (ASR) solution for di...
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09/18/2023
Training dynamic models using early exits for automatic speech recognition on resource-constrained devices
The possibility of dynamically modifying the computational load of neura...
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08/28/2023
Speech Self-Supervised Representations Benchmarking: a Case for Larger Probing Heads
Self-supervised learning (SSL) leverages large datasets of unlabeled spe...
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06/01/2023
Automatic Data Augmentation for Domain Adapted Fine-Tuning of Self-Supervised Speech Representations
Self-Supervised Learning (SSL) has allowed leveraging large amounts of u...
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06/01/2023
Speech Self-Supervised Representation Benchmarking: Are We Doing it Right?
Self-supervised learning (SSL) has recently allowed leveraging large dat...
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03/12/2023
Fine-tuning Strategies for Faster Inference using Speech Self-Supervised Models: A Comparative Study
Self-supervised learning (SSL) has allowed substantial progress in Autom...
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06/22/2022
DP-Parse: Finding Word Boundaries from Raw Speech with an Instance Lexicon
Finding word boundaries in continuous speech is challenging as there is ...
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04/08/2022
Automatic Data Augmentation Selection and Parametrization in Contrastive Self-Supervised Speech Representation Learning
Contrastive learning enables learning useful audio and speech representa...
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07/01/2021
Pretext Tasks selection for multitask self-supervised speech representation learning
Through solving pretext tasks, self-supervised learning leverages unlabe...
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04/15/2021
Conditional independence for pretext task selection in Self-supervised speech representation learning
Through solving pretext tasks, self-supervised learning (SSL) leverages ...
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12/25/2018