Álvaro Sánchez‐González
- Probabilistic weather forecasting with machine learning
2024/12/04 by Ilan Price, Álvaro Sánchez‐González, Ferran Alet +9 · 3 voices · 153 citations
Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Climate variability and models #Tropical and Extratropical Cyclones Research
- Discovering Symbolic Models from Deep Learning with Inductive Biases
2020/06/19 by Miles Cranmer, Álvaro Sánchez‐González, Cranmer, Miles +14 · 2 voices · 37 citations
Computer Science · Physics and Astronomy · #Explainable Artificial Intelligence (XAI) #Model Reduction and Neural Networks #Neural Networks and Applications #astro-ph.CO #astro-ph.IM #cs.LG #physics.comp-ph #stat.ML
- GraphCast: Learning skillful medium-range global weather forecasting
2022/12/24 by Remi Lam, Rémi Lam, Álvaro Sánchez‐González +35 · 3 voices · 27 citations
Computer Science · Environmental Science · Physics and Astronomy · #Advanced Graph Neural Networks #Atmospheric and Oceanic Physics (physics.ao-ph) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Hydrological Forecasting Using AI #Machine Learning (cs.LG) #cs.LG #physics.ao-ph
- Learning to Simulate Complex Physics with Graph Networks
2020/02/21 by Álvaro Sánchez‐González, Jonathan Godwin, Sanchez-Gonzalez, Alvaro +9 · 81 citations
Computer Science · Neuroscience · #Advanced Graph Neural Networks #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
- Learning skillful medium-range global weather forecasting
2023/11/14 by Rémi Lam, Álvaro Sánchez‐González, Matthew Willson +15 · 140 citations
Earth and Planetary Sciences · Environmental Science · #Climate variability and models #Meteorological Phenomena and Simulations #Tropical and Extratropical Cyclones Research
- GenCast: Diffusion-based ensemble forecasting for medium-range weather
2023/12/25 by Ilan Price, Alvaro Sanchez-Gonzalez, Price, Ilan +23 · 3 voices · 27 citations
Computer Science · Earth and Planetary Sciences · Environmental Science · Physics and Astronomy · #Flood Risk Assessment and Management #Hydrological Forecasting Using AI #Meteorological Phenomena and Simulations #cs.LG #physics.ao-ph
- WeatherBench 2: A benchmark for the next generation of data-driven global weather models
2023/08/29 by Stephan Rasp, Stephan Hoyer, Rasp, Stephan +33 · 59 citations
Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Precipitation Measurement and Analysis #Hydrological Forecasting Using AI
- Graph networks as learnable physics engines for inference and control
2018/06/04 by Álvaro Sánchez‐González, Sanchez-Gonzalez, Alvaro, Nicolas Heess +11 · 31 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Data Visualization and Analytics #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Hamiltonian Graph Networks with ODE Integrators
2019/09/27 by Álvaro Sánchez‐González, Alvaro Sanchez-Gonzalez, Sanchez-Gonzalez, Alvaro +7 · 1 voice · 4 citations
Computer Science · #Advanced Graph Neural Networks #Explainable Artificial Intelligence (XAI) #Topic Modeling #cs.LG #physics.comp-ph
- Skillful joint probabilistic weather forecasting from marginals
2025/06/12 by Ferran Alet, Alet, Ferran, Ilan Price +19 · 14 citations
Earth and Planetary Sciences · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Hydrological Forecasting Using AI #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations #Tropical and Extratropical Cyclones Research
- Learning ground states of quantum Hamiltonians with graph networks
2021/10/12 by Dmitrii Kochkov, Kochkov, Dmitrii, Tobias Pfaff +7 · 1 citation
Physics and Astronomy · Materials Science · #Quantum many-body systems #Machine Learning in Materials Science #Advanced Thermodynamics and Statistical Mechanics