Data Analysis, Statistics and Probability · Physics
Setting the Standard: Recommended Practices for Data Preprocessing in Data-Driven Climate Prediction
Jason C. Furtado, Maria J. Molina, Marybeth C. Arcodia, Weston Anderson +11
2025-12-18
Image and Video Processing · Electrical Eng. & Systems
Leveraging machine learning to enhance climate models: a review
Ahmed Elsayed, Shrouk Wally, Islam Alkabbany, Asem Ali +1
2023-11-17
Atmospheric and Oceanic Physics · Physics
Robustness of AI-based weather forecasts in a changing climate
Thomas Rackow, Nikolay Koldunov, Christian Lessig, Irina Sandu +8
2024-09-30
Machine Learning · Computer Science
Climate-Invariant Machine Learning
Tom Beucler, Pierre Gentine, Janni Yuval, Ankitesh Gupta +9
2024-01-19
Atmospheric and Oceanic Physics · Physics
Artificial Intelligence for Prediction of Climate Extremes: State of the art, challenges and future perspectives
Stefano Materia, Lluís Palma García, Chiem van Straaten, Sungmin O +6
2023-10-04
Atmospheric and Oceanic Physics · Physics
Hard-Constrained Deep Learning for Climate Downscaling
Paula Harder, Alex Hernandez-Garcia, Venkatesh Ramesh, Qidong Yang +4
2024-03-04
Atmospheric and Oceanic Physics · Physics
Emerging AI-based weather prediction models as downscaling tools
Nikolay Koldunov, Thomas Rackow, Christian Lessig, Sergey Danilov +4
2024-06-27
Machine Learning · Computer Science
AI Foundation Models for Weather and Climate: Applications, Design, and Implementation
S. Karthik Mukkavilli, Daniel Salles Civitarese, Johannes Schmude, Johannes Jakubik +11
2023-09-21
Machine Learning · Computer Science
Do machine learning climate models work in changing climate dynamics?
Maria Conchita Agana Navarro, Geng Li, Theo Wolf, María Pérez-Ortiz
2025-09-16
Atmospheric and Oceanic Physics · Physics
Self Supervised Vision for Climate Downscaling
Karandeep Singh, Chaeyoon Jeong, Naufal Shidqi, Sungwon Park +3
2024-01-19
Machine Learning · Computer Science
AutoML for Climate Change: A Call to Action
Renbo Tu, Nicholas Roberts, Vishak Prasad, Sibasis Nayak +6
2022-10-10
Machine Learning · Statistics
Using Explainability to Inform Statistical Downscaling Based on Deep Learning Beyond Standard Validation Approaches
Jose González-Abad, Jorge Baño-Medina, José Manuel Gutiérrez
2023-02-06
Atmospheric and Oceanic Physics · Physics
Machine Learning for the Physics of Climate
Annalisa Bracco, Julien Brajard, Henk A. Dijkstra, Pedram Hassanzadeh +2
2024-08-20
Machine Learning · Computer Science
Challenges in data-based geospatial modeling for environmental research and practice
Diana Koldasbayeva, Polina Tregubova, Mikhail Gasanov, Alexey Zaytsev +2
2023-11-21
Machine Learning · Computer Science
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI
Dustin Wright, Christian Igel, Gabrielle Samuel, Raghavendra Selvan
2025-03-25
Machine Learning · Computer Science
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey
Shengchao Chen, Guodong Long, Jing Jiang, Dikai Liu +1
2023-12-07
Machine Learning · Computer Science
Machine Learning Workflows in Climate Modeling: Design Patterns and Insights from Case Studies
Tian Zheng, Subashree Venkatasubramanian, Shuolin Li, Amy Braverman +4
2025-10-07
Artificial Intelligence · Computer Science
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges
Gustau Camps-Valls, Miguel-Ángel Fernández-Torres, Kai-Hendrik Cohrs, Adrian Höhl +21
2024-07-01
Computers and Society · Computer Science
The Need for Ethical, Responsible, and Trustworthy Artificial Intelligence for Environmental Sciences
Amy McGovern, Imme Ebert-Uphoff, David John Gagne, Ann Bostrom
2022-04-14
Atmospheric and Oceanic Physics · Physics
The Rise of AI in Weather and Climate Information and its Impact on Global Inequality
Amirpasha Mozaffari, Amanda Duarte, Lina Teckentrup, Stefano Materia +7
2026-03-09