Markus Reichstein

46 papers A* 3C 8Journal 30Unranked 5

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Worst-case low-rank approximations. CoRR Anya Fries, Markus Reichstein, David Blei, Jonas Peters
2025	J	`jnl`	Maximum Risk Minimization with Random Forests. CoRR Francesco Freni, Anya Fries, Linus Kühne, Markus Reichstein, Jonas Peters
2024	J	`jnl`	AI for Extreme Event Modeling and Understanding: Methodologies and Challenges. CoRR Gustau Camps-Valls, Miguel-Ángel Fernández-Torres, Kai-Hendrik Cohrs, Adrian Höhl, Andrea Castelletti, Aytac Pacal, Claire Robin, Francesco Martinuzzi, Ioannis Papoutsis, Ioannis Prapas, Jorge Pérez-Aracil, Katja Weigel, Maria Gonzalez-Calabuig, Markus Reichstein, Martin Rabel, Matteo Giuliani, Miguel D. Mahecha, Oana-Iuliana Popescu, Oscar J. Pellicer-Valero, Said Ouala, Sancho Salcedo-Sanz, Sebastian Sippel, Spyros Kondylatos, Tamara Happé, Tristan Williams
2024	J	`jnl`	Atmospheric Transport Modeling of CO CoRR Vitus Benson, Ana Bastos, Christian Reimers, Alexander J. Winkler, Fanny Yang, Markus Reichstein
2024	A*	`conf`	Bridging Remote Sensors with Multisensor Geospatial Foundation Models. CVPR Boran Han, Shuai Zhang, Xingjian Shi, Markus Reichstein
2024	J	`jnl`	Bridging Remote Sensors with Multisensor Geospatial Foundation Models. CoRR Boran Han, Shuai Zhang, Xingjian Shi, Markus Reichstein
2024	J	`jnl`	Causal hybrid modeling with double machine learning - applications in carbon flux modeling. Mach. Learn. Sci. Technol. Kai-Hendrik Cohrs, Gherardo Varando, Nuno Carvalhais, Markus Reichstein, Gustau Camps-Valls
2024	J	`jnl`	Double machine learning for causal hybrid modeling - applications in the Earth sciences. CoRR Kai-Hendrik Cohrs, Gherardo Varando, Nuno Carvalhais, Markus Reichstein, Gustau Camps-Valls
2024	A*	`conf`	Multi-Modal Learning for Geospatial Vegetation Forecasting. CVPR Vitus Benson, Claire Robin, Christian Requena-Mesa, Lázaro Alonso, Nuno Carvalhais, José Cortés, Zhihan Gao, Nora Linscheid, Mélanie Weynants, Markus Reichstein
2023	J	`jnl`	Forecasting localized weather impacts on vegetation as seen from space with meteo-guided video prediction. CoRR Vitus Benson, Christian Requena-Mesa, Claire Robin, Lázaro Alonso, José Cortés, Zhihan Gao, Nora Linscheid, Mélanie Weynants, Markus Reichstein
2023	—	`conf`	VIST5: An Adaptive, Retrieval-Augmented Language Model for Visualization-oriented Dialog. EMNLP (Demos) Henrik Voigt, Nuno Carvalhais, Monique Meuschke, Markus Reichstein, Sina Zarrieß, Kai Lawonn
2022	J	`jnl`	Learning to forecast vegetation greenness at fine resolution over Africa with ConvLSTMs. CoRR Claire Robin, Christian Requena-Mesa, Vitus Benson, Lázaro Alonso, Jeran Poehls, Nuno Carvalhais, Markus Reichstein
2022	J	`jnl`	Observation-based assessment of secondary water effects on seasonal vegetation decay across Africa. Frontiers Big Data Çaglar Küçük, Sujan Koirala, Nuno Carvalhais, Diego G. Miralles, Markus Reichstein, Martin Jung
2022	J	`jnl`	On the Potential of Sentinel-2 for Estimating Gross Primary Production. IEEE Trans. Geosci. Remote. Sens. Daniel E. Pabon-Moreno, Mirco Migliavacca, Markus Reichstein, Miguel D. Mahecha
2021	J	`jnl`	A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model. IEEE Access Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Markus Reichstein, Joachim Denzler
2021	—	`conf`	EarthNet2021: A Large-Scale Dataset and Challenge for Earth Surface Forecasting as a Guided Video Prediction Task. CVPR Workshops Christian Requena-Mesa, Vitus Benson, Markus Reichstein, Jakob Runge, Joachim Denzler
2021	J	`jnl`	EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task. CoRR Christian Requena-Mesa, Vitus Benson, Markus Reichstein, Jakob Runge, Joachim Denzler
2021	J	`jnl`	On the Generalization of Agricultural Drought Classification from Climate Data. CoRR Julia Gottfriedsen, Max Berrendorf, Pierre Gentine, Markus Reichstein, Katja Weigel, Birgit Hassler, Veronika Eyring
2021	C	`conf`	The Role of the Biomass Mission in Carbon Cycle Science and Politics. IGARSS Shaun Quegan, Thuy Le Toan, Jérôme Chave, Markus Reichstein, Sassan Saatchi, Hank Shugart, Mathew Williams
2020	J	`jnl`	A Perspective on Gaussian Processes for Earth Observation. CoRR Gustau Camps-Valls, Dino Sejdinovic, Jakob Runge, Markus Reichstein
2020	C	`conf`	ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY. IGARSS Gustau Camps-Valls, Markus Reichstein, Xiaoxiang Zhu, Devis Tuia
2020	C	`conf`	Discovering Differential Equations from Earth Observation Data. IGARSS José E. Adsuara, Adrián Pérez-Suay, Álvaro Moreno-Martínez, Gustau Camps-Valls, Guido Kraemer, Markus Reichstein, Miguel D. Mahecha
2020	J	`jnl`	EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts. CoRR Christian Requena-Mesa, Vitus Benson, Joachim Denzler, Jakob Runge, Markus Reichstein
2019	J	`jnl`	Correction: Luo, Y.P. et al., Using Near-Infrared Enabled Digital Repeat Photography to Track Structural and Physiological Phenology in Mediterranean Tree-Grass Ecosystems. Remote. Sens. Yunpeng Luo, Tarek S. El-Madany, Gianluca Filippa, Xuanlong Ma, Bernhard Ahrens, Arnaud Carrara, Rosario González-Cascón, Edoardo Cremonese, Marta Galvagno, Tiana W. Hammer, Javier Pacheco-Labrador, M. Pilar Martín, Gerardo Moreno, Óscar Pérez-Priego, Markus Reichstein, Andrew D. Richardson, Christine Römermann, Mirco Migliavacca
2019	J	`jnl`	Deep learning and process understanding for data-driven Earth system science. Nat. Markus Reichstein, Gustau Camps-Valls, Bjorn Stevens, Martin Jung, Joachim Denzler, Nuno Carvalhais, Prabhat
2019	J	`jnl`	Identifying Dynamic Memory Effects on Vegetation State Using Recurrent Neural Networks. Frontiers Big Data Basil Kraft, Martin Jung, Marco Körner, Christian Requena-Mesa, José Cortés, Markus Reichstein
2019	J	`jnl`	Nitrogen and Phosphorus effect on Sun-Induced Fluorescence and Gross Primary Productivity in Mediterranean Grassland. Remote. Sens. David Martini, Javier Pacheco-Labrador, Óscar Pérez-Priego, Christiaan van der Tol, Tarek S. El-Madany, Tommaso Julitta, Micol Rossini, Markus Reichstein, Jeppe R. Christiansen, Uwe Rascher, Gerardo Moreno, M. Pilar Martín, Peiqi Yang, Arnaud Carrara, Jinhong Guan, Rosario González-Cascón, Mirco Migliavacca
2019	—	`conf`	Nonlinear Causal Link Estimation Under Hidden Confounding with an Application to Time Series Anomaly Detection. GCPR Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Veronika Eyring, Markus Reichstein, Joachim Denzler
2019	—	`conf`	Predicting Landscapes from Environmental Conditions Using Generative Networks. GCPR Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler
2019	J	`jnl`	Predicting Landscapes from Environmental Conditions Using Generative Networks. CoRR Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler
2018	C	`conf`	Assessing the Use of Multiple Constraints and Ancillary Data to Support Scope Model Inversion in a Experimental Grassland. IGARSS Javier Pacheco-Labrador, Nuno Carvalhais, Óscar Pérez-Priego, Tarek S. El-Madany, Micol Rossini, Tommaso Julitta, Gerardo Moreno, Rosario González-Cascón, María Pilar Martín, Markus Reichstein, Arnaud Carrara, Luis Guanter, Mirco Migliavacca
2018	C	`conf`	Modelling Landsurface Time-Series with Recurrent Neural Nets. IGARSS Markus Reichstein, Simon Besnard, Nuno Carvalhais, Fabian Gans, Martin Jung, Basil Kraft, Miguel D. Mahecha
2018	C	`conf`	Photosynthesis-Sun Induced Fluorescence Relationship in a Mediterranean Grassland. IGARSS David Martini, Javier Pacheco-Labrador, Óscar Pérez-Priego, Christiaan van der Tol, Tarek S. El-Madany, Tommaso Julitta, Micol Rossini, Anatoly A. Gitelson, Markus Reichstein, Mirco Migliavacca
2018	J	`jnl`	Potential of Multi-Temporal ALOS-2 PALSAR-2 ScanSAR Data for Vegetation Height Estimation in Tropical Forests of Mexico. Remote. Sens. Mikhail Urbazaev, Felix Cremer, Mirco Migliavacca, Markus Reichstein, Christiane Schmullius, Christian Thiel
2018	C	`conf`	Predicting Landscapes as Seen from Space from Environmental Conditions. IGARSS Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler
2018	J	`jnl`	The FLUXCOM ensemble of global land-atmosphere energy fluxes. CoRR Martin Jung, Sujan Koirala, Ulrich Weber, Kazuhito Ichii, Fabian Gans, Gustau Camps-Valls, Dario Papale, Christopher R. Schwalm, Gianluca Tramontana, Markus Reichstein
2018	J	`jnl`	Using Near-Infrared-Enabled Digital Repeat Photography to Track Structural and Physiological Phenology in Mediterranean Tree-Grass Ecosystems. Remote. Sens. Yunpeng Luo, Tarek S. El-Madany, Gianluca Filippa, Xuanlong Ma, Bernhard Ahrens, Arnaud Carrara, Rosario González-Cascón, Edoardo Cremonese, Marta Galvagno, Tiana W. Hammer, Javier Pacheco-Labrador, María Pilar Martín, Gerardo Moreno, Óscar Pérez-Priego, Markus Reichstein, Andrew D. Richardson, Christine Römermann, Mirco Migliavacca
2018	J	`jnl`	dimRed and coRanking - Unifying Dimensionality Reduction in R. R J. Guido Kraemer, Markus Reichstein, Miguel D. Mahecha
2017	J	`jnl`	Compensatory water effects link yearly global land CO Nat. Martin Jung, Markus Reichstein, Christopher R. Schwalm, Christopher Huntingford, Stephen Sitch, Anders Ahlström, Almut Arneth, Gustau Camps-Valls, Philippe Ciais, Pierre Friedlingstein, Fabian Gans, Kazuhito Ichii, Atul K. Jain, Etsushi Kato, Dario Papale, Ben Poulter, Botond Raduly, Christian Rödenbeck, Gianluca Tramontana, Nicolas Viovy, Ying-Ping Wang, Ulrich Weber, Sönke Zaehle, Ning Zeng
2016	J	`jnl`	Maximally Divergent Intervals for Anomaly Detection. CoRR Erik Rodner, Björn Barz, Yanira Guanche, Milan Flach, Miguel D. Mahecha, Paul Bodesheim, Markus Reichstein, Joachim Denzler
2015	C	`conf`	Ranking drivers of global carbon and energy fluxes over land. IGARSS Gustau Camps-Valls, Martin Jung, Kazuhito Ichii, Dario Papale, Gianluca Tramontana, Paul Bodesheim, Christopher R. Schwalm, Jakob Zscheischler, Miguel D. Mahecha, Markus Reichstein
2015	J	`jnl`	The imprint of plants on ecosystem functioning: A data-driven approach. Int. J. Appl. Earth Obs. Geoinformation Talie Musavi, Miguel D. Mahecha, Mirco Migliavacca, Markus Reichstein, Martine Janet van de Weg, Peter M. van Bodegom, Michael Bahn, Christian Wirth, Peter B. Reich, Franziska Schrodt, Jens Kattge
2013	J	`jnl`	Detection and attribution of large spatiotemporal extreme events in Earth observation data. Ecol. Informatics Jakob Zscheischler, Miguel D. Mahecha, Stefan Harmeling, Markus Reichstein
2013	J	`jnl`	Trend Change Detection in NDVI Time Series: Effects of Inter-Annual Variability and Methodology. Remote. Sens. Matthias Forkel, Nuno Carvalhais, Jan Verbesselt, Miguel D. Mahecha, Christopher S. R. Neigh, Markus Reichstein
2012	A*	`conf`	Gap Filling in the Plant Kingdom - Trait Prediction Using Hierarchical Probabilistic Matrix Factorization. ICML Hanhuai Shan, Jens Kattge, Peter B. Reich, Arindam Banerjee, Franziska Schrodt, Markus Reichstein
2008	—	`conf`	Estimation of Photosynthetic Light Use Efficiency in Semi-Arid Ecosystems with the MODIS-Derived Photochemical Reflectance Index. IGARSS (3) Anna Goerner, Markus Reichstein, Serge Rambal