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Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding


May 23, 2022
Chitwan Saharia, William Chan, Saurabh Saxena, Lala Li, Jay Whang, Emily Denton, Seyed Kamyar Seyed Ghasemipour, Burcu Karagol Ayan, S. Sara Mahdavi, Rapha Gontijo Lopes, Tim Salimans, Jonathan Ho, David J Fleet, Mohammad Norouzi


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Video Diffusion Models


Apr 07, 2022
Jonathan Ho, Tim Salimans, Alexey Gritsenko, William Chan, Mohammad Norouzi, David J. Fleet


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Learning Fast Samplers for Diffusion Models by Differentiating Through Sample Quality


Feb 11, 2022
Daniel Watson, William Chan, Jonathan Ho, Mohammad Norouzi

* Published as a conference paper at ICLR 2022 

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Palette: Image-to-Image Diffusion Models


Nov 10, 2021
Chitwan Saharia, William Chan, Huiwen Chang, Chris A. Lee, Jonathan Ho, Tim Salimans, David J. Fleet, Mohammad Norouzi


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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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WaveGrad 2: Iterative Refinement for Text-to-Speech Synthesis


Jun 19, 2021
Nanxin Chen, Yu Zhang, Heiga Zen, Ron J. Weiss, Mohammad Norouzi, Najim Dehak, William Chan

* Proceedings of INTERSPEECH 

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Learning to Efficiently Sample from Diffusion Probabilistic Models


Jun 07, 2021
Daniel Watson, Jonathan Ho, Mohammad Norouzi, William Chan


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


Apr 27, 2021
William Chan, Daniel Park, Chris Lee, Yu Zhang, Quoc Le, Mohammad Norouzi

* submitted to INTERSPEECH 

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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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