Camps-Valls, Gustau
- Neural Plasticity-Inspired Multimodal Foundation Model for Earth Observation
2024/03/22 by Zhitong Xiong, Yi Wang, Xiong, Zhitong +17 · 33 citations
Computer Science · #Computational Physics and Python Applications #Neural Networks and Applications #Seismology and Earthquake Studies
- Discovering Causal Relations and Equations from Data
2023/05/21 by Gustau Camps‐Valls, Andreas Gerhardus, Camps-Valls, Gustau +17 · 12 citations
Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Methodology (stat.ME) #Reservoir Engineering and Simulation Methods #Scientific Computing and Data Management #Statistics and Probability (physics.data-an)
- Large Language Models for Constrained-Based Causal Discovery
2024/06/11 by Kai-Hendrik Cohrs, Cohrs, Kai-Hendrik, Gherardo Varando +7 · 5 citations
Computer Science · Decision Sciences · #Bayesian Modeling and Causal Inference #Software Engineering Research #Data Quality and Management
- Causal Graph Neural Networks for Wildfire Danger Prediction
2024/03/13 by Shan Zhao, Ioannis Prapas, Zhao, Shan +11 · 3 citations
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fire Detection and Safety Systems #Machine Learning (cs.LG)
- Fair Kernel Learning
2017/10/16 by Pérez-Suay, Adrián, Laparra, Valero, Mateo-García, Gonzalo +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (stat.ML)
- Geospatial Foundation Models to Enable Progress on Sustainable Development Goals
2025/05/30 by Ghamisi, Pedram, Yu, Weikang, Zhang, Xiaokang +5 · 6 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Causal Inference in Geoscience and Remote Sensing from Observational Data
2020/12/07 by Pérez-Suay, Adrián, Camps-Valls, Gustau · 1 citation
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Methodology (stat.ME) #Signal Processing (eess.SP) #electronic engineering #information engineering
- AI for Extreme Event Modeling and Understanding: Methodologies and Challenges
2024/06/28 by Camps-Valls, Gustau, Fernández-Torres, Miguel-Ángel, Cohrs, Kai-Hendrik +22 · 2 citations
#Artificial Intelligence (cs.AI) #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Geophysics (physics.geo-ph)
- TeleViT: Teleconnection-driven Transformers Improve Subseasonal to Seasonal Wildfire Forecasting
2023/06/19 by Prapas, Ioannis, Bountos, Nikolaos Ioannis, Kondylatos, Spyros +3 · 3 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Deep Learning Methods for Daily Wildfire Danger Forecasting
2021/11/04 by Ioannis Prapas, Prapas, Ioannis, Spyros Kondylatos +13 · 2 citations
Environmental Science · #Fire effects on ecosystems #Landslides and related hazards #Flood Risk Assessment and Management
- UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction
2025/02/21 by Li, Chenyu, Hong, Danfeng, Zhang, Bing +4 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Assessing the Causal Impact of Humanitarian Aid on Food Security
2023/10/17 by Cerdà-Bautista, Jordi, Tárraga, José María, Sitokonstantinou, Vasileios +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Mesogeos: A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean
2023/06/08 by Kondylatos, Spyros, Prapas, Ioannis, Camps-Valls, Gustau +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Fun with Flags: Robust Principal Directions via Flag Manifolds
2024/01/08 by Nathan Mankovich, Gustau Camps‐Valls, Mankovich, Nathan +3 · 1 citation
Computer Science · Mathematics · Engineering · #Face and Expression Recognition #Morphological variations and asymmetry #Remote-Sensing Image Classification
- Explainable Earth Surface Forecasting under Extreme Events
2024/10/02 by Pellicer-Valero, Oscar J., Fernández-Torres, Miguel-Ángel, Ji, Chaonan +2 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- A Flag Decomposition for Hierarchical Datasets
2025/02/11 by Mankovich, Nathan, Santamaria, Ignacio, Camps-Valls, Gustau +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Probabilistic Machine Learning for Noisy Labels in Earth Observation
2025/04/04 by Kondylatos, Spyros, Bountos, Nikolaos Ioannis, Prapas, Ioannis +3 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)