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Text and Code Embeddings by Contrastive Pre-Training



Arvind Neelakantan , Tao Xu , Raul Puri , Alec Radford , Jesse Michael Han , Jerry Tworek , Qiming Yuan , Nikolas Tezak , Jong Wook Kim , Chris Hallacy , Johannes Heidecke , Pranav Shyam , Boris Power , Tyna Eloundou Nekoul , Girish Sastry , Gretchen Krueger , David Schnurr , Felipe Petroski Such , Kenny Hsu , Madeleine Thompson , Tabarak Khan , Toki Sherbakov , Joanne Jang , Peter Welinder , Lilian Weng


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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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Unsupervised Neural Machine Translation with Generative Language Models Only



Jesse Michael Han , Igor Babuschkin , Harrison Edwards , Arvind Neelakantan , Tao Xu , Stanislas Polu , Alex Ray , Pranav Shyam , Aditya Ramesh , Alec Radford , Ilya Sutskever

* 10 pages 

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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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Training Agents using Upside-Down Reinforcement Learning



Rupesh Kumar Srivastava , Pranav Shyam , Filipe Mutz , Wojciech Jaśkowski , Jürgen Schmidhuber

* NNAISENSE Technical Report. 17 pages, 6 figures 

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Artificial Intelligence for Prosthetics - challenge solutions



Łukasz Kidziński , Carmichael Ong , Sharada Prasanna Mohanty , Jennifer Hicks , Sean F. Carroll , Bo Zhou , Hongsheng Zeng , Fan Wang , Rongzhong Lian , Hao Tian , Wojciech Jaśkowski , Garrett Andersen , Odd Rune Lykkebø , Nihat Engin Toklu , Pranav Shyam , Rupesh Kumar Srivastava , Sergey Kolesnikov , Oleksii Hrinchuk , Anton Pechenko , Mattias Ljungström , Zhen Wang , Xu Hu , Zehong Hu , Minghui Qiu , Jun Huang , Aleksei Shpilman , Ivan Sosin , Oleg Svidchenko , Aleksandra Malysheva , Daniel Kudenko , Lance Rane , Aditya Bhatt , Zhengfei Wang , Penghui Qi , Zeyang Yu , Peng Peng , Quan Yuan , Wenxin Li , Yunsheng Tian , Ruihan Yang , Pingchuan Ma , Shauharda Khadka , Somdeb Majumdar , Zach Dwiel , Yinyin Liu , Evren Tumer , Jeremy Watson , Marcel Salathé , Sergey Levine , Scott Delp


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Model-Based Active Exploration



Pranav Shyam , Wojciech Jaśkowski , Faustino Gomez


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Attentive Recurrent Comparators



Pranav Shyam , Shubham Gupta , Ambedkar Dukkipati


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