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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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Towards Learning Universal Audio Representations



Luyu Wang , Pauline Luc , Yan Wu , Adria Recasens , Lucas Smaira , Andrew Brock , Andrew Jaegle , Jean-Baptiste Alayrac , Sander Dieleman , Joao Carreira , Aaron van den Oord


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Variable-rate discrete representation learning



Sander Dieleman , Charlie Nash , Jesse Engel , Karen Simonyan

* 26 pages, 15 figures, samples can be found at https://vdrl.github.io/ 

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Generating Images with Sparse Representations



Charlie Nash , Jacob Menick , Sander Dieleman , Peter W. Battaglia


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A Deep Learning Approach for Characterizing Major Galaxy Mergers



Skanda Koppula , Victor Bapst , Marc Huertas-Company , Sam Blackwell , Agnieszka Grabska-Barwinska , Sander Dieleman , Andrea Huber , Natasha Antropova , Mikolaj Binkowski , Hannah Openshaw , Adria Recasens , Fernando Caro , Avishai Deke , Yohan Dubois , Jesus Vega Ferrero , David C. Koo , Joel R. Primack , Trevor Back

* Third Workshop on Machine Learning and the Physical Sciences (NeurIPS 2020), Vancouver, Canada 

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Towards transformation-resilient provenance detection of digital media



Jamie Hayes , Krishnamurthy , Dvijotham , Yutian Chen , Sander Dieleman , Pushmeet Kohli , Norman Casagrande


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Self-Supervised MultiModal Versatile Networks



Jean-Baptiste Alayrac , Adrià Recasens , Rosalia Schneider , Relja Arandjelović , Jason Ramapuram , Jeffrey De Fauw , Lucas Smaira , Sander Dieleman , Andrew Zisserman


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End-to-End Adversarial Text-to-Speech



Jeff Donahue , Sander Dieleman , Mikołaj Bińkowski , Erich Elsen , Karen Simonyan


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Transformation-based Adversarial Video Prediction on Large-Scale Data



Pauline Luc , Aidan Clark , Sander Dieleman , Diego de Las Casas , Yotam Doron , Albin Cassirer , Karen Simonyan


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