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BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition


Oct 01, 2021
Yu Zhang, Daniel S. Park, Wei Han, James Qin, Anmol Gulati, Joel Shor, Aren Jansen, Yuanzhong Xu, Yanping Huang, Shibo Wang, Zongwei Zhou, Bo Li, Min Ma, William Chan, Jiahui Yu, Yongqiang Wang, Liangliang Cao, Khe Chai Sim, Bhuvana Ramabhadran, Tara N. Sainath, Françoise Beaufays, Zhifeng Chen, Quoc V. Le, Chung-Cheng Chiu, Ruoming Pang, Yonghui Wu

* 14 pages, 7 figures, 13 tables; v2: minor corrections, reference baselines and bibliography updated 

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Towards NNGP-guided Neural Architecture Search


Nov 11, 2020
Daniel S. Park, Jaehoon Lee, Daiyi Peng, Yuan Cao, Jascha Sohl-Dickstein

* 13 + 6 pages, 19 figures; open-source code available at https://github.com/google-research/google-research/tree/master/nngp_nas 

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Pushing the Limits of Semi-Supervised Learning for Automatic Speech Recognition


Oct 20, 2020
Yu Zhang, James Qin, Daniel S. Park, Wei Han, Chung-Cheng Chiu, Ruoming Pang, Quoc V. Le, Yonghui Wu

* 11 pages, 3 figures, 5 tables. Submitted to NeurIPS SAS 2020 Workshop 

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Improved Noisy Student Training for Automatic Speech Recognition


May 19, 2020
Daniel S. Park, Yu Zhang, Ye Jia, Wei Han, Chung-Cheng Chiu, Bo Li, Yonghui Wu, Quoc V. Le

* 5 pages, 5 figures, 4 tables. Submitted to Interspeech 2020 

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SpecAugment on Large Scale Datasets


Dec 11, 2019
Daniel S. Park, Yu Zhang, Chung-Cheng Chiu, Youzheng Chen, Bo Li, William Chan, Quoc V. Le, Yonghui Wu

* 5 pages, 3 tables; submitted to ICASSP 2020 

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The Effect of Network Width on Stochastic Gradient Descent and Generalization: an Empirical Study


May 09, 2019
Daniel S. Park, Jascha Sohl-Dickstein, Quoc V. Le, Samuel L. Smith

* 17 pages, 3 tables, 17 figures; accepted to ICML 2019 

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SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition


Apr 18, 2019
Daniel S. Park, William Chan, Yu Zhang, Chung-Cheng Chiu, Barret Zoph, Ekin D. Cubuk, Quoc V. Le

* 6 pages, 3 figures, 6 tables; submitted to Interspeech 2019 

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