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Image Super-Resolution via Iterative Refinement


Apr 15, 2021
Chitwan Saharia, Jonathan Ho, William Chan, Tim Salimans, David J. Fleet, Mohammad Norouzi


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SpeechStew: Simply Mix All Available Speech Recognition Data to Train One Large Neural Network


Apr 12, 2021
William Chan, Daniel Park, Chris Lee, Yu Zhang, Quoc Le, Mohammad Norouzi

* submitted to INTERSPEECH 

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Pushing the Limits of Non-Autoregressive Speech Recognition


Apr 12, 2021
Edwin G. Ng, Chung-Cheng Chiu, Yu Zhang, William Chan

* Submitted to Interspeech 2021 

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Multichannel Generative Language Model: Learning All Possible Factorizations Within and Across Channels


Oct 09, 2020
Harris Chan, Jamie Kiros, William Chan

* 10 pages (+3 appendix), 11 figures, 5 tables. Accepted to Findings of EMNLP 2020 

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WaveGrad: Estimating Gradients for Waveform Generation


Sep 02, 2020
Nanxin Chen, Yu Zhang, Heiga Zen, Ron J. Weiss, Mohammad Norouzi, William Chan


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Non-Autoregressive Machine Translation with Latent Alignments


Apr 22, 2020
Chitwan Saharia, William Chan, Saurabh Saxena, Mohammad Norouzi


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Imputer: Sequence Modelling via Imputation and Dynamic Programming


Feb 20, 2020
William Chan, Chitwan Saharia, Geoffrey Hinton, Mohammad Norouzi, Navdeep Jaitly

* preprint 

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Insertion-Deletion Transformer


Jan 15, 2020
Laura Ruis, Mitchell Stern, Julia Proskurnia, William Chan

* Accepted as an Extended Abstract at the Workshop of Neural Generation and Translation (WNGT 2019) at EMNLP 2019 

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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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An Empirical Study of Generation Order for Machine Translation


Oct 29, 2019
William Chan, Mitchell Stern, Jamie Kiros, Jakob Uszkoreit


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Big Bidirectional Insertion Representations for Documents


Oct 29, 2019
Lala Li, William Chan


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Speaker-Targeted Audio-Visual Models for Speech Recognition in Cocktail-Party Environments


Jun 13, 2019
Guan-Lin Chao, William Chan, Ian Lane

* Published in INTERSPEECH 2016 

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KERMIT: Generative Insertion-Based Modeling for Sequences


Jun 04, 2019
William Chan, Nikita Kitaev, Kelvin Guu, Mitchell Stern, Jakob Uszkoreit

* William Chan, Nikita Kitaev, Kelvin Guu, and Mitchell Stern contributed equally 

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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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Lingvo: a Modular and Scalable Framework for Sequence-to-Sequence Modeling


Feb 21, 2019
Jonathan Shen, Patrick Nguyen, Yonghui Wu, Zhifeng Chen, Mia X. Chen, Ye Jia, Anjuli Kannan, Tara Sainath, Yuan Cao, Chung-Cheng Chiu, Yanzhang He, Jan Chorowski, Smit Hinsu, Stella Laurenzo, James Qin, Orhan Firat, Wolfgang Macherey, Suyog Gupta, Ankur Bapna, Shuyuan Zhang, Ruoming Pang, Ron J. Weiss, Rohit Prabhavalkar, Qiao Liang, Benoit Jacob, Bowen Liang, HyoukJoong Lee, Ciprian Chelba, Sébastien Jean, Bo Li, Melvin Johnson, Rohan Anil, Rajat Tibrewal, Xiaobing Liu, Akiko Eriguchi, Navdeep Jaitly, Naveen Ari, Colin Cherry, Parisa Haghani, Otavio Good, Youlong Cheng, Raziel Alvarez, Isaac Caswell, Wei-Ning Hsu, Zongheng Yang, Kuan-Chieh Wang, Ekaterina Gonina, Katrin Tomanek, Ben Vanik, Zelin Wu, Llion Jones, Mike Schuster, Yanping Huang, Dehao Chen, Kazuki Irie, George Foster, John Richardson, Klaus Macherey, Antoine Bruguier, Heiga Zen, Colin Raffel, Shankar Kumar, Kanishka Rao, David Rybach, Matthew Murray, Vijayaditya Peddinti, Maxim Krikun, Michiel A. U. Bacchiani, Thomas B. Jablin, Rob Suderman, Ian Williams, Benjamin Lee, Deepti Bhatia, Justin Carlson, Semih Yavuz, Yu Zhang, Ian McGraw, Max Galkin, Qi Ge, Golan Pundak, Chad Whipkey, Todd Wang, Uri Alon, Dmitry Lepikhin, Ye Tian, Sara Sabour, William Chan, Shubham Toshniwal, Baohua Liao, Michael Nirschl, Pat Rondon


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Insertion Transformer: Flexible Sequence Generation via Insertion Operations


Feb 08, 2019
Mitchell Stern, William Chan, Jamie Kiros, Jakob Uszkoreit


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Privacy Partitioning: Protecting User Data During the Deep Learning Inference Phase


Dec 07, 2018
Jianfeng Chi, Emmanuel Owusu, Xuwang Yin, Tong Yu, William Chan, Patrick Tague, Yuan Tian


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Bytes are All You Need: End-to-End Multilingual Speech Recognition and Synthesis with Bytes


Nov 22, 2018
Bo Li, Yu Zhang, Tara Sainath, Yonghui Wu, William Chan

* submitted to ICASSP 2019 

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Optimal Completion Distillation for Sequence Learning


Oct 02, 2018
Sara Sabour, William Chan, Mohammad Norouzi


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Advances in Joint CTC-Attention based End-to-End Speech Recognition with a Deep CNN Encoder and RNN-LM


Jun 08, 2017
Takaaki Hori, Shinji Watanabe, Yu Zhang, William Chan

* Accepted for INTERSPEECH 2017 

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Latent Sequence Decompositions


Feb 07, 2017
William Chan, Yu Zhang, Quoc Le, Navdeep Jaitly


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Very Deep Convolutional Networks for End-to-End Speech Recognition


Oct 10, 2016
Yu Zhang, William Chan, Navdeep Jaitly


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Listen, Attend and Spell


Aug 20, 2015
William Chan, Navdeep Jaitly, Quoc V. Le, Oriol Vinyals


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Transferring Knowledge from a RNN to a DNN


Apr 07, 2015
William Chan, Nan Rosemary Ke, Ian Lane


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Deep Recurrent Neural Networks for Acoustic Modelling


Apr 07, 2015
William Chan, Ian Lane


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Leveraging Subjective Human Annotation for Clustering Historic Newspaper Articles


Aug 17, 2012
Haimonti Dutta, William Chan, Deepak Shankargouda, Manoj Pooleery, Axinia Radeva, Kyle Rego, Boyi Xie, Rebecca Passonneau, Austin Lee, Barbara Taranto


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