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Stephan Rasp

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Neural General Circulation Models

Nov 28, 2023
Dmitrii Kochkov, Janni Yuval, Ian Langmore, Peter Norgaard, Jamie Smith, Griffin Mooers, James Lottes, Stephan Rasp, Peter Düben, Milan Klöwer, Sam Hatfield, Peter Battaglia, Alvaro Sanchez-Gonzalez, Matthew Willson, Michael P. Brenner, Stephan Hoyer

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WeatherBench 2: A benchmark for the next generation of data-driven global weather models

Aug 29, 2023
Stephan Rasp, Stephan Hoyer, Alexander Merose, Ian Langmore, Peter Battaglia, Tyler Russel, Alvaro Sanchez-Gonzalez, Vivian Yang, Rob Carver, Shreya Agrawal, Matthew Chantry, Zied Ben Bouallegue, Peter Dueben, Carla Bromberg, Jared Sisk, Luke Barrington, Aaron Bell, Fei Sha

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WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline models

May 02, 2022
Sagar Garg, Stephan Rasp, Nils Thuerey

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Increasing the accuracy and resolution of precipitation forecasts using deep generative models

Mar 23, 2022
Ilan Price, Stephan Rasp

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Climate-Invariant Machine Learning

Dec 14, 2021
Tom Beucler, Michael Pritchard, Janni Yuval, Ankitesh Gupta, Liran Peng, Stephan Rasp, Fiaz Ahmed, Paul A. O'Gorman, J. David Neelin, Nicholas J. Lutsko, Pierre Gentine

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Towards Physically-consistent, Data-driven Models of Convection

Feb 20, 2020
Tom Beucler, Michael Pritchard, Pierre Gentine, Stephan Rasp

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WeatherBench: A benchmark dataset for data-driven weather forecasting

Feb 12, 2020
Stephan Rasp, Peter D. Dueben, Sebastian Scher, Jonathan A. Weyn, Soukayna Mouatadid, Nils Thuerey

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Achieving Conservation of Energy in Neural Network Emulators for Climate Modeling

Jun 15, 2019
Tom Beucler, Stephan Rasp, Michael Pritchard, Pierre Gentine

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