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Hierarchical Text-Conditional Image Generation with CLIP Latents



Aditya Ramesh , Prafulla Dhariwal , Alex Nichol , Casey Chu , Mark Chen


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GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models



Alex Nichol , Prafulla Dhariwal , Aditya Ramesh , Pranav Shyam , Pamela Mishkin , Bob McGrew , Ilya Sutskever , Mark Chen

* 20 pages, 18 figures 

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Diffusion Models Beat GANs on Image Synthesis



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



Alex Nichol , Prafulla Dhariwal


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Scaling Laws for Autoregressive Generative Modeling



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



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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