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

Moses, William S.; Cheng, Gong; Churavy, Valentin; Gelbrecht, Maximilian; Klöwer, Milan; Kump, Joseph; Morlighem, Mathieu; Williamson, Sarah; Apte, Dhruv; Berg, Paul; Giordano, Mosè; Hill, Christopher; Loose, Nora; Montoison, Alexis; Narayanan, Sri Hari Krishna; Pal, Avik; Schanen, Michel; Silvestri, Simone; Wagner, Greg; Heimbach, and Patrick

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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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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: Accepted: 2026-04-21

Publication Status: Accepted / In Press

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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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Pages: - Volume / Issue: - Sequence Number: - Start / End Page: - Identifier: CoNE: https://publications.pik-potsdam.de/cone/journals/resource/160525
Publisher: Wiley