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<img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon"> M²LInES funded research
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### 2025
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<img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
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<strong>Dhruv Balwada, Pavel Perezhogin, Alistair Adcroft, Laure Zanna</strong><br>
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<a href="https://doi.org/10.22541/essoar.174835313.30541637/v1" target="_blank"><strong>Design and implementation of a data-driven parameterization for mesoscale thickness fluxes</strong></a><br>
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<i>Essoar</i> <strong>DOI</strong>:10.22541/essoar.174835313.30541637/v1
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<img src="/images/publications/2501-Samudra.gif" style="width: 100px; height: 100px;">
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<img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
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<strong>Surya Dheeshjith, Adam Subel, Alistair Adcroft, Julius Busecke, Carlos Fernandez-Granda, Shubham Gupta, Laure Zanna</strong><br>
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<a href="https://doi.org/10.1029/2024GL114318" target="_blank"><strong>Samudra: An AI Global Ocean Emulator for Climate</strong></a><br>
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<i>GRL 2025</i> <strong>DOI</strong>: 10.1029/2024GL114318
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<img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
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<strong>Cheng Zhang, Pavel Perezhogin, Alistair Adcroft, Laure Zanna</strong><br>
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<a href="https://doi.org/10.1029/2024MS004819" target="_blank"><strong>Addressing out-of-sample issues in multi-layer convolutional neural-network parameterization of mesoscale eddies applied near coastlines</strong></a><br>
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<i>JAMES 2025</i> <strong>DOI</strong>:10.1029/2024MS004819
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<img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
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<strong>Tom Beucler, Arthur Grundner, Sara Shamekh, Peter Ukkonen, Matthew Chantry, Ryan Lagerquist </strong><br>
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<a href="https://doi.org/10.1175/AIES-D-24-0078.1" target="_blank"><strong>Distilling Machine Learning's Added Value: Pareto Fronts in Atmospheric Applications</strong></a><br>
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<i>Artificial Intelligence for the Earth Systems 2025</i> <strong>DOI</strong>: 10.1175/AIES-D-24-0078.1
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<img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
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<strong>Pavel Perezhogin, Alistair Adcroft, Laure Zanna</strong><br>
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<a href="https://doi.org/10.48550/arXiv.2505.08900" target="_blank"><strong>Generalizable neural-network parameterization of mesoscale eddies in idealized and global ocean models</strong></a><br>
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<i>Arxiv</i> <strong>DOI</strong>:10.48550/arXiv.2505.08900
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<img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
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<strong>Katharina Hafner, Fernando Iglesias-Suarez, Sara Shamekh, Pierre Gentine, Marco A. Giorgetta, Robert Pincus, Veronika Eyring</strong><br>
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<a href="https://doi.org/10.22541/essoar.174708082.27787580/v1" target="_blank"><strong>Stable Machine Learning based Radiation Emulation for ICON</strong></a><br>
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<i>Essoar</i> <strong>DOI</strong>:10.22541/essoar.174708082.27787580/v1
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<strong>Moein Darman, Pedram Hassanzadeh, Laure Zanna, Ashesh Chattopadhyay</strong><br>
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<a href="https://doi.org/10.48550/arXiv.2504.15487" target="_blank"><strong>Fourier analysis of the physics of transfer learning for data-driven subgrid-scale models of ocean turbulence</strong></a><br>
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<i>Arxiv</i> <strong>DOI</strong>:10.48550/arXiv.2504.15487
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<strong>Surya Dheeshjith, Adam Subel, Alistair Adcroft, Julius Busecke, Carlos Fernandez-Granda, Shubham Gupta, Laure Zanna</strong><br>
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<a href="https://doi.org/10.48550/arXiv.2412.03795" target="_blank"><strong>Samudra: An AI Global Ocean Emulator for Climate</strong></a><br>
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<i>ArXiv 2024</i> <strong>DOI</strong>: 10.48550/arXiv.2412.03795
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<strong>Tom Beucler, Arthur Grundner, Sara Shamekh, Peter Ukkonen, Matthew Chantry, Ryan Lagerquist </strong><br>
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<a href="https://doi.org/10.48550/arXiv.2408.02161" target="_blank"><strong>Distilling Machine Learning's Added Value: Pareto Fronts in Atmospheric Applications</strong></a><br>
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<i>ArXiv 2024</i> <strong>DOI</strong>: 10.48550/arXiv.2408.02161
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