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  DJ4Earth: Differentiable, and Performance-portable Earth System Modeling via Program Transformations

Moses, W. S., Cheng, G., Churavy, V., Gelbrecht, M., Klöwer, M., Kump, J., Morlighem, M., Williamson, S., Apte, D., Berg, P., Giordano, M., Hill, C., Loose, N., Montoison, A., Narayanan, S. H. K., Pal, A., Schanen, M., Silvestri, S., Wagner, G., Heimbach, a. P. (in press): DJ4Earth: Differentiable, and Performance-portable Earth System Modeling via Program Transformations. - Journal of Advances in Modeling Earth Systems.

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Item Permalink: https://publications.pik-potsdam.de/pubman/item/item_34296 Version Permalink: https://publications.pik-potsdam.de/pubman/item/item_34296_1
Genre: Journal Article

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Gelbrecht-DJ4Earth-paper.pdf (Preprint), 5MB
 
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https://zenodo.org/records/19358361 (Code)
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 Creators:
Moses, William S.1, Author
Cheng, Gong1, Author
Churavy, Valentin1, Author
Gelbrecht, Maximilian2, Author           
Klöwer, Milan1, Author
Kump, Joseph1, Author
Morlighem, Mathieu1, Author
Williamson, Sarah1, Author
Apte, Dhruv1, Author
Berg, Paul1, Author
Giordano, Mosè1, Author
Hill, Christopher1, Author
Loose, Nora1, Author
Montoison, Alexis1, Author
Narayanan, Sri Hari Krishna1, Author
Pal, Avik1, Author
Schanen, Michel1, Author
Silvestri, Simone1, Author
Wagner, Greg1, Author
Heimbach, and Patrick1, Author
Affiliations:
1External Organizations, ou_persistent22              
2Potsdam Institute for Climate Impact Research, ou_persistent13              

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Language(s): eng - English
 Dates: 2026-04-21
 Publication Status: Accepted / In Press
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: Peer
 Identifiers: MDB-ID: No MDB - stored outside PIK (see locators/paper)
PIKDOMAIN: RD4 - Complexity Science
Organisational keyword: RD4 - Complexity Science
Working Group: Artificial Intelligence
Research topic keyword: Atmosphere
Research topic keyword: Nonlinear Dynamics
Regional keyword: Global
Model / method: Machine Learning
Model / method: Open Source Software
OATYPE: Gold Open Access
 Degree: -

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Title: Journal of Advances in Modeling Earth Systems
Source Genre: Journal, SCI, Scopus, p3, oa
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Publ. Info: -
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: - Identifier: CoNE: https://publications.pik-potsdam.de/cone/journals/resource/160525
Publisher: Wiley