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05/18/2023
Self-supervised Fine-tuning for Improved Content Representations by Speaker-invariant Clustering
Self-supervised speech representation models have succeeded in various t...
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05/17/2023
DinoSR: Self-Distillation and Online Clustering for Self-supervised Speech Representation Learning
In this paper, we introduce self-distillation and online clustering for ...
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04/06/2022
Simple and Effective Unsupervised Speech Synthesis
We introduce the first unsupervised speech synthesis system based on a s...
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04/05/2022
Towards End-to-end Unsupervised Speech Recognition
Unsupervised speech recognition has shown great potential to make Automa...
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10/04/2021
On the Interplay Between Sparsity, Naturalness, Intelligibility, and Prosody in Speech Synthesis
Are end-to-end text-to-speech (TTS) models over-parametrized? To what ex...
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06/10/2021
PARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognition
Recent work on speech self-supervised learning (speech SSL) demonstrated...
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06/10/2021
Cross-Modal Discrete Representation Learning
Recent advances in representation learning have demonstrated an ability ...
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11/01/2020
Non-Autoregressive Predictive Coding for Learning Speech Representations from Local Dependencies
Self-supervised speech representations have been shown to be effective i...
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05/21/2020
Worse WER, but Better BLEU? Leveraging Word Embedding as Intermediate in Multitask End-to-End Speech Translation
Speech translation (ST) aims to learn transformations from speech in the...
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05/16/2020
Semi-supervised Learning for Multi-speaker Text-to-speech Synthesis Using Discrete Speech Representation
Recently, end-to-end multi-speaker text-to-speech (TTS) systems gain suc...
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05/05/2020
End-to-end Whispered Speech Recognition with Frequency-weighted Approaches and Layer-wise Transfer Learning
Whispering is an important mode of human speech, but no end-to-end recog...
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10/28/2019
Sequence-to-sequence Automatic Speech Recognition with Word Embedding Regularization and Fused Decoding
In this paper, we investigate the benefit that off-the-shelf word embedd...
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10/28/2019
Towards Unsupervised Speech Recognition and Synthesis with Quantized Speech Representation Learning
In this paper we propose a Sequential Representation Quantization AutoEn...
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11/02/2018