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Self-Supervised Speech Representation Learning: A Review

Self-Supervised Speech Representation Learning: A Review

21 May 2022
Abdel-rahman Mohamed
Hung-yi Lee
Lasse Borgholt
Jakob Drachmann Havtorn
Joakim Edin
Christian Igel
Katrin Kirchhoff
Shang-Wen Li
Karen Livescu
Lars Maaløe
Tara N. Sainath
Shinji Watanabe
    SSL
    AI4TS
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Papers citing "Self-Supervised Speech Representation Learning: A Review"

15 / 15 papers shown
Title
A Noise-Robust Self-supervised Pre-training Model Based Speech
  Representation Learning for Automatic Speech Recognition
A Noise-Robust Self-supervised Pre-training Model Based Speech Representation Learning for Automatic Speech Recognition
Qiu-shi Zhu
Jie M. Zhang
Zi-qiang Zhang
Ming Wu
Xin Fang
Lirong Dai
80
31
0
22 Jan 2022
Characterizing the adversarial vulnerability of speech self-supervised
  learning
Characterizing the adversarial vulnerability of speech self-supervised learning
Haibin Wu
Bo Zheng
Xu Li
Xixin Wu
Hung-yi Lee
H. Meng
AAML
SSL
95
6
0
08 Nov 2021
Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to
  Corpus Exploration
Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to Corpus Exploration
Shufan Wang
Laure Thompson
Mohit Iyyer
160
57
0
13 Sep 2021
Speech Representation Learning Combining Conformer CPC with Deep Cluster
  for the ZeroSpeech Challenge 2021
Speech Representation Learning Combining Conformer CPC with Deep Cluster for the ZeroSpeech Challenge 2021
Takashi Maekaku
Xuankai Chang
Yuya Fujita
Li-Wei Chen
Shinji Watanabe
Alexander I. Rudnicky
82
13
0
13 Jul 2021
Emerging Properties in Self-Supervised Vision Transformers
Emerging Properties in Self-Supervised Vision Transformers
Mathilde Caron
Hugo Touvron
Ishan Misra
Hervé Jégou
Julien Mairal
Piotr Bojanowski
Armand Joulin
277
4,299
0
29 Apr 2021
Generative Spoken Language Modeling from Raw Audio
Generative Spoken Language Modeling from Raw Audio
Kushal Lakhotia
Evgeny Kharitonov
Wei-Ning Hsu
Yossi Adi
Adam Polyak
...
Tu Nguyen
Jade Copet
Alexei Baevski
A. Mohamed
Emmanuel Dupoux
AuLLM
152
261
0
01 Feb 2021
Pushing the Limits of Semi-Supervised Learning for Automatic Speech
  Recognition
Pushing the Limits of Semi-Supervised Learning for Automatic Speech Recognition
Yu Zhang
James Qin
Daniel S. Park
Wei Han
Chung-Cheng Chiu
Ruoming Pang
Quoc V. Le
Yonghui Wu
VLM
SSL
100
290
0
20 Oct 2020
Pre-trained Models for Natural Language Processing: A Survey
Pre-trained Models for Natural Language Processing: A Survey
Xipeng Qiu
Tianxiang Sun
Yige Xu
Yunfan Shao
Ning Dai
Xuanjing Huang
LM&MA
VLM
217
1,281
0
18 Mar 2020
Improved Baselines with Momentum Contrastive Learning
Improved Baselines with Momentum Contrastive Learning
Xinlei Chen
Haoqi Fan
Ross B. Girshick
Kaiming He
SSL
224
3,029
0
09 Mar 2020
Multi-task self-supervised learning for Robust Speech Recognition
Multi-task self-supervised learning for Robust Speech Recognition
Mirco Ravanelli
Jianyuan Zhong
Santiago Pascual
P. Swietojanski
João Monteiro
J. Trmal
Yoshua Bengio
SSL
163
269
0
25 Jan 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using
  Model Parallelism
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
M. Shoeybi
M. Patwary
Raul Puri
P. LeGresley
Jared Casper
Bryan Catanzaro
MoE
231
1,436
0
17 Sep 2019
The Bottom-up Evolution of Representations in the Transformer: A Study
  with Machine Translation and Language Modeling Objectives
The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives
Elena Voita
Rico Sennrich
Ivan Titov
171
166
0
03 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language
  Understanding
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
Alex Jinpeng Wang
Amanpreet Singh
Julian Michael
Felix Hill
Omer Levy
Samuel R. Bowman
ELM
283
6,003
0
20 Apr 2018
Word Translation Without Parallel Data
Word Translation Without Parallel Data
Alexis Conneau
Guillaume Lample
MarcÁurelio Ranzato
Ludovic Denoyer
Hervé Jégou
155
1,563
0
11 Oct 2017
Listening while Speaking: Speech Chain by Deep Learning
Listening while Speaking: Speech Chain by Deep Learning
Andros Tjandra
S. Sakti
Satoshi Nakamura
AuLLM
102
161
0
16 Jul 2017
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