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figlesua committed Jan 26, 2025
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- Behrens, G., Beucler, T., **Iglesias-Suarez, F.**, Sungduk, Y., Gentine, P., Pritchard, M., Schwabe, M. and Eyring, V.: Improving Atmospheric Processes in Earth System Models with Deep Learning Ensembles and Stochastic Parameterizations, *JAMES* [preprint], [doi:10.48550/arXiv.2402.03079](https://arxiv.org/abs/2402.03079)
- **Iglesias-Suarez, F.**, Gentine, P., Solino-Fernandez, B., Beucler, T., Pritchard, M., Runge, J., and Eyring, V.: Causally-informed deep learning to improve climate models and projections. *J. Geophys. Res. Atmos.*, 129, e2023JD039202, [doi:10.1029/2023JD039202](https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2023JD039202), 2024
- Yu, S., Hannah, W. M., Peng, L., Bhouri, M. A., Gupta, R., Lin, J., Lütjens, B.,Will, J. C., Beucler, T., Harrop, B. E., Hillman, B. R., Jenney, A. M., Ferretti, S. L., Liu, N., Anandkumar, A., Brenowitz, N. D., Eyring, V., Gentine, P., Mandt, S., Pathak, J., Vondrick, C., Yu, R., Zanna, L., Abernathey, R. P., Ahmed, F., Bader, D. C., Baldi, P., Barnes, E. A., Behrens, G., Bretherton, C. S., Busecke, J. J. L., Caldwell, P. M., Chuang, W., Han, Y., Huang, Y., **Iglesias-Suarez, F.**, Jantre, S., Kashinath, K., Khairoutdinov, M., Kurth, T., Lutsko, N. J., Ma, P.-L., Mooers, G., Neelin, J. D., Randall, D. A., Shamekh, S., Subramaniam, A., Taylor, M. A., Urban, N. M., Yuval, J., Zhang, G. J., Zheng, T., and Pritchard, M. S.: ClimSim: An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators, *Thirty-seventh Annual Conference on Neural Information Processing Systems*, [doi.org/10.48550/arXiv.2306.08754](https://arxiv.org/abs/2306.08754v5), 2023
- Saiz-Lopez A., Fernandez R. P., Li Q., Cuevas C. A., Fu X., Kinnison D. E., Tilmes S., Mahajan A. S., Gomez Martin J. C., Iglesias-Suarez, F., Hossaini R., Plane J. M. C., Myhre G., and Lamarque J.-F.: Natural short-lived halogens exert an indirect cooling effect on climate. *Nature*, [doi:10.1038/s41586-023-06119-z](https://www.nature.com/articles/s41586-023-06119-z), 2023
- Saiz-Lopez A., Fernandez R. P., Li Q., Cuevas C. A., Fu X., Kinnison D. E., Tilmes S., Mahajan A. S., Gomez Martin J. C., **Iglesias-Suarez**, F., Hossaini R., Plane J. M. C., Myhre G., and Lamarque J.-F.: Natural short-lived halogens exert an indirect cooling effect on climate. *Nature*, [doi:10.1038/s41586-023-06119-z](https://www.nature.com/articles/s41586-023-06119-z), 2023
- Behrens, G., Beucler, T., Gentine, P., **Iglesias-Suarez, F.**, Pritchard, M. and Eyring, V.: Non-Linear Dimensionality Reduction With a Variational Encoder Decoder to Understand Convective Processes in Climate Models. *JAMES*, 14, e2022MS003130, [doi:10.1029/2022MS003130](https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2022MS003130), 2022
- Grundner, A., Beucler, T., Gentine, P., **Iglesias-Suarez, F.**, Giorgetta, M. A., and Eyring, V.: Deep Learning Based Cloud Cover Parameterization for ICON. *JAMES*, 14, e2021MS002959, [doi:10.1029/2021MS002959](https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2021MS002959), 2022
- Li, Q., Fernandez, R. P., Hossaini, R., **Iglesias-Suarez, F.**, Cuevas, C. A., Apel, E. C., Kinnison, D. E., Lamarque, J.-F., and Saiz-Lopez, A.: Reactive halogens increase the global methane lifetime and radiative forcing in the 21st century. *Nat. Commun.*, [doi:10.1038/s41467-022-30456-8](https://www.nature.com/articles/s41467-022-30456-8), 2022
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