Publications of Vitus Benson

Reichstein, M.; Benson, V.; Blunk, J.; Camps-Valls, G.; Creutzig, F.; Fearnley, C. J.; Han, B.; Kornhuber, K.; Rahaman, N.; Schölkopf, B. et al.; Tárraga, J. M.; Vinuesa, R.; Dall, K.; Denzler, J.; Frank, D.; Martini, G.; Nganga, N.; Maddix, D. C.; Weldemariam, K.: Early warning of complex climate risk with integrated artificial intelligence. Nature Communications 16, 2564 (2025)

Benson, V.; Bastos, A.; Reimers, C.; Winkler, A.; Yang, F.; Reichstein, M.: Atmospheric transport modeling of CO₂ with neural networks. Journal of Advances in Modeling Earth Systems 17 (2), e2024MS004655 (2025)

Ji, C.; Fincke, T.; Benson, V.; Camps-Valls, G.; Fernández-Torres, M.-Á.; Gans, F.; Kraemer, G.; Martinuzzi, F.; Montero, D.; Mora, K. et al.; Pellicer-Valero, O. J.; Robin, C.; Söchting, M.; Weynants, M.; Mahecha, M. D.: DeepExtremeCubes: Earth system spatio-temporal data for assessing compound heatwave and drought impacts. Scientific Data 12, 149 (2025)

Yang, H.; Wang, S.; Son, R.; Lee, H. T.; Benson, V.; Zhang, W.; Zhang, Y.; Zhang, Y.; Kattge, J.; Boenisch, G. et al.; Schepaschenko, D.; Karaszewski, Z.; Stereńczak, K.; Moreno-Martínez, Á.; Nabais, C.; Birnbaum, P.; Vieilledent, G.; Weber, U.; Carvalhais, N.: Global patterns of tree wood density. Global Change Biology 30 (3), e17224 (2024)

Benson, V.; Donges, J. F.; Boers, N.; Hirota, M.; Morr, A.; Staal, A.; Vollmer, J.; Wunderling, N.: Measuring tropical rainforest resilience under non-Gaussian disturbances. Environmental Research Letters 19 (2), 024029 (2024)

Benson, V.; Robin, C.; Requena Mesa, C.; Alonso, L.; Carvalhais, N.; Cortés, J.; Gao, Z.; Linscheid, N.; Weynants, M.; Reichstein, M.: Multi-modal learning for geospatial vegetation forecasting. In: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle , June 17, 2024 - June 21, 2024. (2024)

Requena Mesa, C.; Benson, V.; Reichstein, M.; Runge, J.; Denzler, J.: EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task. In: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Nashville, TN, USA , June 19, 2021 - June 25, 2021. IEEE, Nashville, TN, USA (2021)

Benson, V.; Requena Mesa, C.; Robin, C.; Alonso, L.; Cortés, J.; Gao, Z.; Linscheid, N.; Weynants, M.; Reichstein, M.: Forecasting localized weather impacts on vegetation as seen from space with meteo-guided video prediction. arXiv (2023)

Robin, C.; Requena Mesa, C.; Benson, V.; Alonso, L.; Poehls, J.; Carvalhais, N.; Reichstein, M.: Learning to forecast vegetation greenness at fine resolution over Africa with ConvLSTMs. arXiv (2022)