Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders

25 October 2019

Papers citing "Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders"

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Title
Exploring Prediction Targets in Masked Pre-Training for Speech Foundation Models Li-Wei Chen Takuya Higuchi He Bai Ahmed Hussen Abdelaziz Alexander Rudnicky Shinji Watanabe Tatiana Likhomanenko B. Theobald Zakaria Aldeneh 44 0 0 16 Sep 2024
Self-supervised Learning for Acoustic Few-Shot Classification Jingyong Liang Bernd Meyer Issac Ning Lee Thanh-Toan Do SSL 52 0 0 15 Sep 2024
Efficient Training of Self-Supervised Speech Foundation Models on a Compute Budget Andy T. Liu Yi-Cheng Lin Haibin Wu Stefan Winkler Hung-yi Lee 31 1 0 09 Sep 2024
Speech Representation Learning Revisited: The Necessity of Separate Learnable Parameters and Robust Data Augmentation Hemant Yadav Sunayana Sitaram R. Shah SSL 47 0 0 20 Aug 2024
Emotion-Aware Speech Self-Supervised Representation Learning with Intensity Knowledge Rui Liu Zening Ma SSL 36 1 0 10 Jun 2024
On the social bias of speech self-supervised models Yi-Cheng Lin T. Lin Hsi-Che Lin Andy T. Liu Hung-yi Lee 39 3 0 07 Jun 2024
A Large-Scale Evaluation of Speech Foundation Models Shu-Wen Yang Heng-Jui Chang Zili Huang Andy T. Liu Cheng-I Jeff Lai ... Kushal Lakhotia Shang-Wen Li Abdelrahman Mohamed Shinji Watanabe Hung-yi Lee 38 19 0 15 Apr 2024
Saturn Platform: Foundation Model Operations and Generative AI for Financial Services Antonio Busson Rennan Gaio Rafael H. Rocha Francisco Evangelista Bruno Rizzi Luan Carvalho Rafael Miceli Marcos Rabaioli David Favaro 23 1 0 12 Dec 2023
A-JEPA: Joint-Embedding Predictive Architecture Can Listen Zhengcong Fei Mingyuan Fan Junshi Huang 25 17 0 27 Nov 2023
Test-Time Training for Speech Sri Harsha Dumpala Chandramouli Shama Sastry Sageev Oore 39 1 0 19 Sep 2023
MiniSUPERB: Lightweight Benchmark for Self-supervised Speech Models Yu-Hsiang Wang Huan Chen Kai-Wei Chang Winston H. Hsu Hung-yi Lee 19 6 0 30 May 2023
Recycle-and-Distill: Universal Compression Strategy for Transformer-based Speech SSL Models with Attention Map Reusing and Masking Distillation Kangwook Jang Sungnyun Kim Se-Young Yun Hoi-Rim Kim 24 5 0 19 May 2023
DinoSR: Self-Distillation and Online Clustering for Self-supervised Speech Representation Learning Alexander H. Liu Heng-Jui Chang Michael Auli Wei-Ning Hsu James R. Glass 22 24 0 17 May 2023
Looking Similar, Sounding Different: Leveraging Counterfactual Cross-Modal Pairs for Audiovisual Representation Learning Nikhil Singh Chih-Wei Wu Iroro Orife Mahdi M. Kalayeh 23 2 0 12 Apr 2023
Transformers in Speech Processing: A Survey S. Latif Aun Zaidi Heriberto Cuayáhuitl Fahad Shamshad Moazzam Shoukat Junaid Qadir 42 47 0 21 Mar 2023
Phone and speaker spatial organization in self-supervised speech representations Pablo Riera M. Cerdeiro L. Pepino Luciana Ferrer SSL 16 1 0 24 Feb 2023
Context-aware Fine-tuning of Self-supervised Speech Models Suwon Shon Felix Wu Kwangyoun Kim Prashant Sridhar Karen Livescu Shinji Watanabe 25 7 0 16 Dec 2022
Deep neural network techniques for monaural speech enhancement: state of the art analysis P. Ochieng 28 21 0 01 Dec 2022
MelHuBERT: A simplified HuBERT on Mel spectrograms Tzu-Quan Lin Hung-yi Lee Hao Tang SSL 29 13 0 17 Nov 2022
Improving Children's Speech Recognition by Fine-tuning Self-supervised Adult Speech Representations Renée Lu M. Shahin Beena Ahmed 27 4 0 14 Nov 2022
Improved acoustic-to-articulatory inversion using representations from pretrained self-supervised learning models Sathvik Udupa Siddarth C P. Ghosh 19 7 0 30 Oct 2022
Audio MFCC-gram Transformers for respiratory insufficiency detection in COVID-19 M. Gauy Marcelo Finger 16 7 0 25 Oct 2022
SUPERB @ SLT 2022: Challenge on Generalization and Efficiency of Self-Supervised Speech Representation Learning Tzu-hsun Feng Annie Dong Ching-Feng Yeh Shu-Wen Yang Tzu-Quan Lin ... Xuankai Chang Shinji Watanabe Abdel-rahman Mohamed Shang-Wen Li Hung-yi Lee ELM SSL 26 33 0 16 Oct 2022
CTCBERT: Advancing Hidden-unit BERT with CTC Objectives Ruchao Fan Yiming Wang Yashesh Gaur Jinyu Li 33 7 0 16 Oct 2022
Learning Invariant Representation and Risk Minimized for Unsupervised Accent Domain Adaptation Chendong Zhao Jianzong Wang Xiaoyang Qu Haoqian Wang Jing Xiao SSL 30 1 0 15 Oct 2022
JOIST: A Joint Speech and Text Streaming Model For ASR Tara N. Sainath Rohit Prabhavalkar Ankur Bapna Yu Zhang Zhouyuan Huo Zhehuai Chen Bo-wen Li Weiran Wang Trevor Strohman RALM AuLLM 38 35 0 13 Oct 2022
On the Utility of Self-supervised Models for Prosody-related Tasks Guan-Ting Lin Chiyu Feng Wei-Ping Huang Yuan Tseng Tzu-Han Lin Chen An Li Hung-yi Lee Nigel G. Ward 21 47 0 13 Oct 2022
Masked Autoencoders that Listen Po-Yao (Bernie) Huang Hu Xu Juncheng Billy Li Alexei Baevski Michael Auli Wojciech Galuba Florian Metze Christoph Feichtenhofer 13 268 0 13 Jul 2022
Investigation of Ensemble features of Self-Supervised Pretrained Models for Automatic Speech Recognition Anjana Arunkumar Vrunda N. Sukhadia S. Umesh 25 10 0 11 Jun 2022
Joint Encoder-Decoder Self-Supervised Pre-training for ASR Arunkumar A S. Umesh SSL 32 8 0 09 Jun 2022
Contrastive Siamese Network for Semi-supervised Speech Recognition S. Khorram Jaeyoung Kim Anshuman Tripathi Han Lu Qian Zhang Hasim Sak SSL 8 11 0 27 May 2022
Self-Supervised Speech Representation Learning: A Review Abdel-rahman Mohamed Hung-yi Lee Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin ... Shang-Wen Li Karen Livescu Lars Maaløe Tara N. Sainath Shinji Watanabe SSL AI4TS 128 349 0 21 May 2022
Silence is Sweeter Than Speech: Self-Supervised Model Using Silence to Store Speaker Information Chiyu Feng Po-Chun Hsu Hung-yi Lee SSL 20 8 0 08 May 2022
Masked Spectrogram Modeling using Masked Autoencoders for Learning General-purpose Audio Representation Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi N. Harada K. Kashino 29 65 0 26 Apr 2022
ContentVec: An Improved Self-Supervised Speech Representation by Disentangling Speakers Kaizhi Qian Yang Zhang Heting Gao Junrui Ni Cheng-I Jeff Lai David D. Cox M. Hasegawa-Johnson Shiyu Chang DRL 19 110 0 20 Apr 2022
BYOL for Audio: Exploring Pre-trained General-purpose Audio Representations Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi N. Harada K. Kashino SSL 34 53 0 15 Apr 2022
Automatic Pronunciation Assessment using Self-Supervised Speech Representation Learning Eesung Kim J. Jeon Hyeji Seo Ho-Young Kim SSL 21 37 0 08 Apr 2022
Federated Self-supervised Speech Representations: Are We There Yet? Yan Gao Javier Fernandez-Marques Titouan Parcollet Abhinav Mehrotra Nicholas D. Lane 22 13 0 06 Apr 2022
PADA: Pruning Assisted Domain Adaptation for Self-Supervised Speech Representations L. D. Prasad Sreyan Ghosh S. Umesh 19 12 0 31 Mar 2022
Disentangleing Content and Fine-grained Prosody Information via Hybrid ASR Bottleneck Features for Voice Conversion Xintao Zhao Feng Liu Changhe Song Zhiyong Wu Shiyin Kang Deyi Tuo H. Meng 11 20 0 24 Mar 2022
Enhancing Speech Recognition Decoding via Layer Aggregation Tomer Wullach Shlomo E. Chazan 24 1 0 21 Mar 2022
Language Adaptive Cross-lingual Speech Representation Learning with Sparse Sharing Sub-networks Yizhou Lu Mingkun Huang Xinghua Qu Pengfei Wei Zejun Ma 21 19 0 09 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 35 106 0 02 Mar 2022
A Brief Overview of Unsupervised Neural Speech Representation Learning Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin Lars Maaløe Christian Igel BDL AI4TS SSL 19 11 0 01 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 34 85 0 22 Feb 2022
Improving Automatic Speech Recognition for Non-Native English with Transfer Learning and Language Model Decoding Peter Sullivan Toshiko Shibano Muhammad Abdul-Mageed 34 11 0 10 Feb 2022
Speaker Normalization for Self-supervised Speech Emotion Recognition Itai Gat Hagai Aronowitz Weizhong Zhu E. Morais R. Hoory 25 50 0 02 Feb 2022
SPIRAL: Self-supervised Perturbation-Invariant Representation Learning for Speech Pre-Training Wenyong Huang Zhenhe Zhang Y. Yeung Xin Jiang Qun Liu 25 23 0 25 Jan 2022
Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Tiantian Feng H. Hashemi Rajat Hebbar M. Annavaram Shrikanth S. Narayanan 13 25 0 26 Dec 2021
Self-Supervised Learning for speech recognition with Intermediate layer supervision Chengyi Wang Yu-Huan Wu Sanyuan Chen Shujie Liu Jinyu Li Yao Qian Zhenglu Yang SSL 16 28 0 16 Dec 2021