• case-insensitive prefix search: default
  e.g., sig matches "SIGIR" as well as "signal"
• exact word search: append dollar sign ($) to word
  e.g., graph$ matches "graph", but not "graphics"
• boolean and: separate words by space
  e.g., codd model
• boolean or: connect words by pipe symbol (|)
  e.g., graph|network

Update May 7, 2017: Please note that we had to disable the phrase search operator (.) and the boolean not operator (-) due to technical problems. For the time being, phrase search queries will yield regular prefix search result, and search terms preceded by a minus will be interpreted as regular (positive) search terms.

found 392 matches

• 2025
• 
  Kai-Hendrik Cohrs, Emiliano Diaz, Vasileios Sitokonstantinou, Gherardo Varando, Gustau Camps-Valls:
  Large language models for causal hypothesis generation in science. Mach. Learn. Sci. Technol. 6(1): 13001 (2025)
• 
  Valero Laparra, Juan Emmanuel Johnson, Gustau Camps-Valls, Raúl Santos-Rodríguez, Jesús Malo:
  Estimating Information Theoretic Measures via Multidimensional Gaussianization. IEEE Trans. Pattern Anal. Mach. Intell. 47(2): 1293-1308 (2025)
• 
  Jessenia Gonzalez, Sudhakar Dipu, Odran Sourdeval, Alexandre Siméon, Gustau Camps-Valls, Johannes Quaas:
  Emulation of Forward Modeled Top-of-Atmosphere MODIS-Based Spectral Channels Using Machine Learning. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 18: 1896-1911 (2025)
• 
  Paolo Pelucchi, Jorge Vicent Servera, Philip Stier, Gustau Camps-Valls:
  Invertible Neural Networks for Probabilistic Aerosol Optical Depth Retrieval. IEEE Trans. Geosci. Remote. Sens. 63: 1-13 (2025)
• 
  Nathan Mankovich, Ignacio Santamaría, Gustau Camps-Valls, Tolga Birdal:
  A Flag Decomposition for Hierarchical Datasets. CoRR abs/2502.07782 (2025)
• 
  Chenyu Li, Danfeng Hong, Bing Zhang, Yuxuan Li, Gustau Camps-Valls, Xiao Xiang Zhu, Jocelyn Chanussot:
  UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction. CoRR abs/2502.15199 (2025)
• 
  Homer Durand, Gherardo Varando, Gustau Camps-Valls:
  Learning Causal Response Representations through Direct Effect Analysis. CoRR abs/2503.04358 (2025)
• 
  Spyros Kondylatos, Nikolaos-Ioannis Bountos, Dimitrios Michail, Xiao Xiang Zhu, Gustau Camps-Valls, Ioannis Papoutsis:
  On the Generalization of Representation Uncertainty in Earth Observation. CoRR abs/2503.07082 (2025)
• 2024
• 
  Gherardo Varando, Salvador Catsis, Emiliano Diaz, Gustau Camps-Valls:
  Pairwise causal discovery with support measure machines. Appl. Soft Comput. 150: 111030 (2024)
• 
  C. Rajadel-Lambistos, Emma Izquierdo-Verdiguier, Álvaro Moreno-Martínez, Marco P. Maneta, Santiago Beguería, John S. Kimball, Nicholas Clinton, Clement Atzberger, Gustau Camps-Valls, Steven W. Running:
  Within-season crop monitoring at continental scale utilizing new gap-filled Landsat temporal series. Int. J. Digit. Earth 17(1) (2024)
• 
  Dongyu Zheng, Hanting Zhong, Gustau Camps-Valls, Zhisong Cao, Xiaogang Ma, Benjamin Mills, Xiumian Hu, Mingcai Hou, Chao Ma:
  Explainable deep learning for automatic rock classification. Comput. Geosci. 184: 105511 (2024)
• 
  Kai-Hendrik Cohrs, Gherardo Varando, Nuno Carvalhais, Markus Reichstein, Gustau Camps-Valls:
  Causal hybrid modeling with double machine learning - applications in carbon flux modeling. Mach. Learn. Sci. Technol. 5(3): 35021 (2024)
• 
  Jordi Cortés-Andrés, Miguel-Ángel Fernández-Torres, Gustau Camps-Valls:
  Deep Learning With Noisy Labels for Spatiotemporal Drought Detection. IEEE Trans. Geosci. Remote. Sens. 62: 1-13 (2024)
• 
  Jorge Vicent Servera, Luca Martino, Jochem Verrelst, Juan Pablo Rivera Caicedo, Gustau Camps-Valls:
  Multioutput Feature Selection for Emulation and Sensitivity Analysis. IEEE Trans. Geosci. Remote. Sens. 62: 1-11 (2024)
• 
  Nathan Mankovich, Gustau Camps-Valls, Tolga Birdal:
  Fun with Flags: Robust Principal Directions via Flag Manifolds. CVPR 2024: 330-340
• 
  José Manuel Aroca, José-Francisco Díez-Pastor, Pedro Latorre-Carmona, Antonio Canepa-Oneto, Juan Carlos Rad, Gustau Camps-Valls, Víctor Elvira, César García-Osorio:
  WALGREEN: Web Based Platform for Soil Organic Carbon Inference Applications. IGARSS 2024: 3992-3996
• 
  Jordi Cerdà-Bautista, José María Tárraga, Vasileios Sitokonstantinou, Gustau Camps-Valls:
  Assessing the Causal Impact of Humanitarian Aid on Food Security. IGARSS 2024: 1546-1552
• 
  José María Tárraga, María Piles, Eleni Kamateri, Eva Sevillano Marco, Ioannis Tsampoulatidis, Jordi Muñoz-Marí, Gustau Camps-Valls:
  Drought Displacement Forecasts Can Be Improved With Twitter Data. IGARSS 2024: 3984-3987
• 
  Wei Ding, Gustau Camps-Valls:
  Overview of ACM SIGKDD 2024 AI4Science4AI Special Day. KDD 2024: 6693-6694
• 
  Nathan Mankovich, Gustau Camps-Valls, Tolga Birdal:
  Fun with Flags: Robust Principal Directions via Flag Manifolds. CoRR abs/2401.04071 (2024)
• 
  Kai-Hendrik Cohrs, Gherardo Varando, Nuno Carvalhais, Markus Reichstein, Gustau Camps-Valls:
  Double machine learning for causal hybrid modeling - applications in the Earth sciences. CoRR abs/2402.13332 (2024)
• 
  Homer Durand, Gherardo Varando, Nathan Mankovich, Gustau Camps-Valls:
  Improving generalisation via anchor multivariate analysis. CoRR abs/2403.01865 (2024)
• 
  Shan Zhao, Ioannis Prapas, Ilektra Karasante, Zhitong Xiong, Ioannis Papoutsis, Gustau Camps-Valls, Xiao Xiang Zhu:
  Causal Graph Neural Networks for Wildfire Danger Prediction. CoRR abs/2403.08414 (2024)
• 
  Nathan Mankovich, Homer Durand, Emiliano Diaz, Gherardo Varando, Gustau Camps-Valls:
  Recovering Latent Confounders from High-dimensional Proxy Variables. CoRR abs/2403.14228 (2024)
• 
  Zhitong Xiong, Yi Wang, Fahong Zhang, Adam J. Stewart, Joëlle Hanna, Damian Borth, Ioannis Papoutsis, Bertrand Le Saux, Gustau Camps-Valls, Xiao Xiang Zhu:
  Neural Plasticity-Inspired Foundation Model for Observing the Earth Crossing Modalities. CoRR abs/2403.15356 (2024)
• 
  Kai-Hendrik Cohrs, Gherardo Varando, Emiliano Diaz, Vasileios Sitokonstantinou, Gustau Camps-Valls:
  Large Language Models for Constrained-Based Causal Discovery. CoRR abs/2406.07378 (2024)
• 
  Chaonan Ji, Tonio Fincke, Vitus Benson, Gustau Camps-Valls, Miguel-Ángel Fernández-Torres, Fabian Gans, Guido Kraemer, Francesco Martinuzzi, David Montero, Karin Mora, Oscar J. Pellicer-Valero, Claire Robin, Maximilian Söchting, Mélanie Weynants, Miguel D. Mahecha:
  DeepExtremeCubes: Integrating Earth system spatio-temporal data for impact assessment of climate extremes. CoRR abs/2406.18179 (2024)
• 
  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:
  AI for Extreme Event Modeling and Understanding: Methodologies and Challenges. CoRR abs/2406.20080 (2024)
• 
  David Montero, Guido Kraemer, Anca Anghelea, César Aybar, Gunnar Brandt, Gustau Camps-Valls, Felix Cremer, Ida Flik, Fabian Gans, Sarah Habershon, Chaonan Ji, Teja Kattenborn, Laura Martínez-Ferrer, Francesco Martinuzzi, Martin Reinhardt, Maximilian Söchting, Khalil Teber, Miguel D. Mahecha:
  Earth System Data Cubes: Avenues for advancing Earth system research. CoRR abs/2408.02348 (2024)
• 
  Vasileios Sitokonstantinou, Emiliano Díaz Salas Porras, Jordi Cerdà-Bautista, Maria Piles, Ioannis Athanasiadis, Hannah Kerner, Giulia Martini, Lily-belle Sweet, Ilias Tsoumas, Jakob Zscheischler, Gustau Camps-Valls:
  Causal machine learning for sustainable agroecosystems. CoRR abs/2408.13155 (2024)

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