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On the surprising tradeoff between ImageNet accuracy and perceptual similarity



Manoj Kumar , Neil Houlsby , Nal Kalchbrenner , Ekin D. Cubuk

* Preprint 

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Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks



Lasse Espeholt , Shreya Agrawal , Casper Sønderby , Manoj Kumar , Jonathan Heek , Carla Bromberg , Cenk Gazen , Jason Hickey , Aaron Bell , Nal Kalchbrenner

* 34 pages 

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Gradual Domain Adaptation in the Wild:When Intermediate Distributions are Absent



Samira Abnar , Rianne van den Berg , Golnaz Ghiasi , Mostafa Dehghani , Nal Kalchbrenner , Hanie Sedghi


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Colorization Transformer



Manoj Kumar , Dirk Weissenborn , Nal Kalchbrenner

* ICLR 2021 Camera Ready. See https://openreview.net/forum?id=5NA1PinlGFu for more details 

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Towards Causal Representation Learning



Bernhard Schölkopf , Francesco Locatello , Stefan Bauer , Nan Rosemary Ke , Nal Kalchbrenner , Anirudh Goyal , Yoshua Bengio

* Special Issue of Proceedings of the IEEE - Advances in Machine Learning and Deep Neural Networks 

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A Spectral Energy Distance for Parallel Speech Synthesis



Alexey A. Gritsenko , Tim Salimans , Rianne van den Berg , Jasper Snoek , Nal Kalchbrenner


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Deep Learning Based Text Classification: A Comprehensive Review



Shervin Minaee , Nal Kalchbrenner , Erik Cambria , Narjes Nikzad , Meysam Chenaghlu , Jianfeng Gao


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MetNet: A Neural Weather Model for Precipitation Forecasting



Casper Kaae Sønderby , Lasse Espeholt , Jonathan Heek , Mostafa Dehghani , Avital Oliver , Tim Salimans , Shreya Agrawal , Jason Hickey , Nal Kalchbrenner


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Axial Attention in Multidimensional Transformers



Jonathan Ho , Nal Kalchbrenner , Dirk Weissenborn , Tim Salimans

* 10 pages 

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