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Hits 1 – 20 of 65
1
MAGIC DUST FOR CROSS-LINGUAL ADAPTATION OF MONOLINGUAL WAV2VEC-2.0
Khurana, Sameer
;
Laurent, Antoine
;
Glass, James
In: ICASSP 2022 ; https://hal.archives-ouvertes.fr/hal-03544515 ; ICASSP 2022, May 2022, Singapour, Singapore (2022)
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2
Simple and Effective Unsupervised Speech Synthesis ...
Liu, Alexander H.
;
Lai, Cheng-I Jeff
;
Hsu, Wei-Ning
. - : arXiv, 2022
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3
Learning Audio-Video Language Representations
Rouditchenko, Andrew
. - : Massachusetts Institute of Technology, 2021
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4
Cascaded Multilingual Audio-Visual Learning from Videos ...
Rouditchenko, Andrew
;
Boggust, Angie
;
Harwath, David
. - : arXiv, 2021
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5
Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0 ...
Khurana, Sameer
;
Laurent, Antoine
;
Glass, James
. - : arXiv, 2021
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6
Text-Free Image-to-Speech Synthesis Using Learned Segmental Units ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Glass, James
;
Harwath, David
. - : Underline Science Inc., 2021
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7
Exposure Bias versus Self-Recovery: Are Distortions Really Incremental for Autoregressive Text Generation? ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Glass, James
;
He, Tianxing
. - : Underline Science Inc., 2021
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8
Mitigating Biases in Toxic Language Detection through Invariant Rationalization ...
Chuang, Yung-Sung
;
Gao, Mingye
;
Luo, Hongyin
. - : arXiv, 2021
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9
Mitigating Biases in Toxic Language Detection through Invariant Rationalization ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Chen, Yun-Nung
;
Chuang, Yung-Sung
. - : Underline Science Inc., 2021
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10
A Convolutional Deep Markov Model for Unsupervised Speech Representation Learning
Khurana, Sameer
;
Laurent, Antoine
;
Hsu, Wei-Ning
...
In: Interspeech 2020 ; https://hal.archives-ouvertes.fr/hal-02912029 ; Interspeech 2020, Oct 2020, Shanghai, China (2020)
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11
Similarity Analysis of Contextual Word Representation Models ...
Wu, John M.
;
Belinkov, Yonatan
;
Sajjad, Hassan
. - : arXiv, 2020
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12
CSTNet: Contrastive Speech Translation Network for Self-Supervised Speech Representation Learning ...
Khurana, Sameer
;
Laurent, Antoine
;
Glass, James
. - : arXiv, 2020
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13
A Convolutional Deep Markov Model for Unsupervised Speech Representation Learning ...
Khurana, Sameer
;
Laurent, Antoine
;
Hsu, Wei-Ning
;
Chorowski, Jan
;
Lancucki, Adrian
;
Marxer, Ricard
;
Glass, James
. - : arXiv, 2020
Abstract:
Probabilistic Latent Variable Models (LVMs) provide an alternative to self-supervised learning approaches for linguistic representation learning from speech. LVMs admit an intuitive probabilistic interpretation where the latent structure shapes the information extracted from the signal. Even though LVMs have recently seen a renewed interest due to the introduction of Variational Autoencoders (VAEs), their use for speech representation learning remains largely unexplored. In this work, we propose Convolutional Deep Markov Model (ConvDMM), a Gaussian state-space model with non-linear emission and transition functions modelled by deep neural networks. This unsupervised model is trained using black box variational inference. A deep convolutional neural network is used as an inference network for structured variational approximation. When trained on a large scale speech dataset (LibriSpeech), ConvDMM produces features that significantly outperform multiple self-supervised feature extracting methods on linear ... : Proceedings of Interspeech, 2020 ...
Keyword:
Audio and Speech Processing eess.AS
;
Computation and Language cs.CL
;
FOS Computer and information sciences
;
FOS Electrical engineering, electronic engineering, information engineering
;
Machine Learning cs.LG
;
Sound cs.SD
URL:
https://arxiv.org/abs/2006.02547
https://dx.doi.org/10.48550/arxiv.2006.02547
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14
What Was Written vs. Who Read It: News Media Profiling Using Text Analysis and Social Media Context ...
Baly, Ramy
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Karadzhov, Georgi
;
An, Jisun
. - : arXiv, 2020
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15
Vector-Quantized Autoregressive Predictive Coding ...
Chung, Yu-An
;
Tang, Hao
;
Glass, James
. - : arXiv, 2020
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16
Non-Autoregressive Predictive Coding for Learning Speech Representations from Local Dependencies ...
Liu, Alexander H.
;
Chung, Yu-An
;
Glass, James
. - : arXiv, 2020
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17
Improved Speech Representations with Multi-Target Autoregressive Predictive Coding ...
Chung, Yu-An
;
Glass, James
. - : arXiv, 2020
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18
Classifying Alzheimer's Disease Using Audio and Text-Based Representations of Speech
Haulcy, R'mani(R'mani Symon)
;
Glass, James R
In: Frontiers (2020)
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19
Identification of digital voice biomarkers for cognitive health
Lin, Honghuang
;
Karjadi, Cody
;
Ang, Ting F. A.
...
In: Explor Med (2020)
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20
On the Linguistic Representational Power of Neural Machine Translation Models
Belinkov, Yonatan
;
Durrani, Nadir
;
Dalvi, Fahim
...
In: Computational Linguistics, Vol 46, Iss 1, Pp 1-52 (2020) (2020)
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