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Emergent Abilities of Large Language Models



Jason Wei , Yi Tay , Rishi Bommasani , Colin Raffel , Barret Zoph , Sebastian Borgeaud , Dani Yogatama , Maarten Bosma , Denny Zhou , Donald Metzler , Ed H. Chi , Tatsunori Hashimoto , Oriol Vinyals , Percy Liang , Jeff Dean , William Fedus


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A Generalist Agent



Scott Reed , Konrad Zolna , Emilio Parisotto , Sergio Gomez Colmenarejo , Alexander Novikov , Gabriel Barth-Maron , Mai Gimenez , Yury Sulsky , Jackie Kay , Jost Tobias Springenberg , Tom Eccles , Jake Bruce , Ali Razavi , Ashley Edwards , Nicolas Heess , Yutian Chen , Raia Hadsell , Oriol Vinyals , Mahyar Bordbar , Nando de Freitas


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Flamingo: a Visual Language Model for Few-Shot Learning



Jean-Baptiste Alayrac , Jeff Donahue , Pauline Luc , Antoine Miech , Iain Barr , Yana Hasson , Karel Lenc , Arthur Mensch , Katie Millican , Malcolm Reynolds , Roman Ring , Eliza Rutherford , Serkan Cabi , Tengda Han , Zhitao Gong , Sina Samangooei , Marianne Monteiro , Jacob Menick , Sebastian Borgeaud , Andrew Brock , Aida Nematzadeh , Sahand Sharifzadeh , Mikolaj Binkowski , Ricardo Barreira , Oriol Vinyals , Andrew Zisserman , Karen Simonyan


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Training Compute-Optimal Large Language Models



Jordan Hoffmann , Sebastian Borgeaud , Arthur Mensch , Elena Buchatskaya , Trevor Cai , Eliza Rutherford , Diego de Las Casas , Lisa Anne Hendricks , Johannes Welbl , Aidan Clark , Tom Hennigan , Eric Noland , Katie Millican , George van den Driessche , Bogdan Damoc , Aurelia Guy , Simon Osindero , Karen Simonyan , Erich Elsen , Jack W. Rae , Oriol Vinyals , Laurent Sifre


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Non-isotropy Regularization for Proxy-based Deep Metric Learning



Karsten Roth , Oriol Vinyals , Zeynep Akata

* Accepted to CVPR 2022 

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Integrating Language Guidance into Vision-based Deep Metric Learning



Karsten Roth , Oriol Vinyals , Zeynep Akata

* Accepted to CVPR 2022 

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Hierarchical Perceiver



Joao Carreira , Skanda Koppula , Daniel Zoran , Adria Recasens , Catalin Ionescu , Olivier Henaff , Evan Shelhamer , Relja Arandjelovic , Matt Botvinick , Oriol Vinyals , Karen Simonyan , Andrew Zisserman , Andrew Jaegle


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General-purpose, long-context autoregressive modeling with Perceiver AR



Curtis Hawthorne , Andrew Jaegle , Cătălina Cangea , Sebastian Borgeaud , Charlie Nash , Mateusz Malinowski , Sander Dieleman , Oriol Vinyals , Matthew Botvinick , Ian Simon , Hannah Sheahan , Neil Zeghidour , Jean-Baptiste Alayrac , João Carreira , Jesse Engel


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MuZero with Self-competition for Rate Control in VP9 Video Compression



Amol Mandhane , Anton Zhernov , Maribeth Rauh , Chenjie Gu , Miaosen Wang , Flora Xue , Wendy Shang , Derek Pang , Rene Claus , Ching-Han Chiang , Cheng Chen , Jingning Han , Angie Chen , Daniel J. Mankowitz , Jackson Broshear , Julian Schrittwieser , Thomas Hubert , Oriol Vinyals , Timothy Mann


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