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Diffusion Models Beat GANs on Image Synthesis

Jun 01, 2021
Prafulla Dhariwal, Alex Nichol

* Added compute requirements, ImageNet 256$\times$256 upsampling FID and samples, DDIM guided sampler, fixed typos 

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Improved Denoising Diffusion Probabilistic Models

Feb 18, 2021
Alex Nichol, Prafulla Dhariwal

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Scaling Laws for Autoregressive Generative Modeling

Nov 06, 2020
Tom Henighan, Jared Kaplan, Mor Katz, Mark Chen, Christopher Hesse, Jacob Jackson, Heewoo Jun, Tom B. Brown, Prafulla Dhariwal, Scott Gray, Chris Hallacy, Benjamin Mann, Alec Radford, Aditya Ramesh, Nick Ryder, Daniel M. Ziegler, John Schulman, Dario Amodei, Sam McCandlish

* 20+17 pages, 33 figures; added appendix with additional language results 

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Language Models are Few-Shot Learners

Jun 05, 2020
Tom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel M. Ziegler, Jeffrey Wu, Clemens Winter, Christopher Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, Dario Amodei

* 40+32 pages 

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Jukebox: A Generative Model for Music

Apr 30, 2020
Prafulla Dhariwal, Heewoo Jun, Christine Payne, Jong Wook Kim, Alec Radford, Ilya Sutskever

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Glow: Generative Flow with Invertible 1x1 Convolutions

Jul 10, 2018
Diederik P. Kingma, Prafulla Dhariwal

* 15 pages; fixed typo in abstract 

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GamePad: A Learning Environment for Theorem Proving

Jun 02, 2018
Daniel Huang, Prafulla Dhariwal, Dawn Song, Ilya Sutskever

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Parameter Space Noise for Exploration

Jan 31, 2018
Matthias Plappert, Rein Houthooft, Prafulla Dhariwal, Szymon Sidor, Richard Y. Chen, Xi Chen, Tamim Asfour, Pieter Abbeel, Marcin Andrychowicz

* Updated to camera-ready ICLR submission 

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Proximal Policy Optimization Algorithms

Aug 28, 2017
John Schulman, Filip Wolski, Prafulla Dhariwal, Alec Radford, Oleg Klimov

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Variational Lossy Autoencoder

Mar 04, 2017
Xi Chen, Diederik P. Kingma, Tim Salimans, Yan Duan, Prafulla Dhariwal, John Schulman, Ilya Sutskever, Pieter Abbeel

* Added CIFAR10 experiments; ICLR 2017 

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