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On the surprising tradeoff between ImageNet accuracy and perceptual similarity


Mar 09, 2022
Manoj Kumar, Neil Houlsby, Nal Kalchbrenner, Ekin D. Cubuk

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* Preprint 

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Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks


Nov 14, 2021
Lasse Espeholt, Shreya Agrawal, Casper Sønderby, Manoj Kumar, Jonathan Heek, Carla Bromberg, Cenk Gazen, Jason Hickey, Aaron Bell, Nal Kalchbrenner

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* 34 pages 

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


Jun 10, 2021
Samira Abnar, Rianne van den Berg, Golnaz Ghiasi, Mostafa Dehghani, Nal Kalchbrenner, Hanie Sedghi

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Colorization Transformer


Mar 07, 2021
Manoj Kumar, Dirk Weissenborn, Nal Kalchbrenner

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

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Towards Causal Representation Learning


Feb 22, 2021
Bernhard Schölkopf, Francesco Locatello, Stefan Bauer, Nan Rosemary Ke, Nal Kalchbrenner, Anirudh Goyal, Yoshua Bengio

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* 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


Aug 03, 2020
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


Apr 06, 2020
Shervin Minaee, Nal Kalchbrenner, Erik Cambria, Narjes Nikzad, Meysam Chenaghlu, Jianfeng Gao

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MetNet: A Neural Weather Model for Precipitation Forecasting


Mar 30, 2020
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


Dec 20, 2019
Jonathan Ho, Nal Kalchbrenner, Dirk Weissenborn, Tim Salimans

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* 10 pages 

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