Climate Downscaling

Ask about this topic

Momentum

5 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 17

All topics
CardsList

  1. Beyond Pointwise Error: A Multi-Metric Evaluation of Spatial Climate Downscaling

    Oct 1, 2026Loys Masquelier, Etienne Le NaourClimate ScienceClimate Modeling

    EDF R&D, Palaiseau, France

  2. Less is more: error-distance scaling relation for data-efficient kilometer-scale downscaling of extreme heat

    Sep 30, 2026Ahmed Marey, Henry Lu, Abhishek Gaur +6Spatial GeneralizationScaling Laws

    Centre for Zero Energy Building Studies, Department of Building, Civil and Environmental Engineering, Concordia University, Montreal, H3G 1M8 Canada · Building and Climate Interface, Construction Research Centre, National Research Council Canada, Ottawa, ON, K1A 0R6, Canada · Department of Architecture, School of Sciences and Engineering, The American University in Cairo, New Cairo 11835, Egypt +3

  3. RainAtlas: A Multi-Continental Dataset for Precipitation Downscaling

    Sep 30, 2026Pierre-Louis Lemaire, Luca Schmidt, Wietze Suijker +2Precipitation DownscalingCross-Domain Generalization

    connAIx Research School, Tübingen AI Center, University of Tübingen · Mila - Quebec AI Institute · Cluster of Excellence Machine Learning, University of Tübingen +3

  4. Lightweight Probabilistic Downscaling from a Deterministic Base Model

    Sep 24, 2026Joseph McLean, Tiffany Vlaar, Sigrid Passano Hellan +1Climate ScienceU-Net

    University of Glasgow · Climate System and Climate Services, NORCE Research AS and Bjerknes Centre for Climate Research, Bergen, Norway

  5. Steering Diffusion Priors with Sparse Observations for High-Resolution Temperature Downscaling

    Sep 8, 2026Anirudh Avireddy, Manmeet Singh, Shivanshi Singh +4Diffusion Model GuidanceClimate Modeling

    Shiv Nadar University, India · Western Kentucky University, USA · Ashoka University, India

  6. Deep Learning-Based Statistical Downscaling of Sea Surface Temperature Using a Residual Corrective Neural Network

    Aug 9, 2026Onkar Jadhav, Tim French, Ivica Janekovic +2Climate ScienceResidual Learning

    School of Earth and Oceans, UWA Oceans Institute, University of Western Australia, Crawley, WA, Australia. · School of Physics, Maths and Computing, Computer Science and Software Engineering, University of Western Australia, Crawley, WA, Australia. · School of Engineering, UWA Oceans Institute, University of Western Australia, Crawley, WA, Australia.

  7. Domain-Adaptive Climate Downscaling Under Temporal Distribution Shift

    Jul 6, 2026Shuochen Wang, Nishant Yadav, Auroop R. GangulyDistribution Shift RobustnessDomain Adaptation

    Sustainability and Data Sciences Laboratory, Northeastern University · Microsoft · AI for Climate and Sustainability, The Institute for Experiential AI, Northeastern University

  8. Exploring Convolutional Neural Processes for Weather Downscaling

    Jul 5, 2026Francisco PassosProbabilistic ForecastingClimate Downscaling

    ETH Zürich

  9. Regional Climate Model Emulation with Diffusion Approaches: What is the Added Value of Generative Machine Learning?

    Jun 12, 2026Mikel N. Legasa, Antoine Doury, Achille Gellens +4Surrogate ModelingPrecipitation Downscaling

    Laboratoire des Sciences du Climat et de l’Environnement (LSCE), CEA/CNRS/UVSQ, Universit´e Paris Saclay, UMR8212, 91191 Gif-sur-Yvette, France · CNRM, Universit´e de Toulouse, M´et´eo-France, CNRS, Toulouse, France · Institut Pierre-Simon Laplace (IPSL), FR636, Paris, France +1

  10. Temporal Coverage over Density: Parsimonious Training-Set Design for ML Climate Downscaling

    Jun 5, 2026Karandeep Singh, Stefan Rahimi, Chad W. Thackeray +2Surrogate ModelingClimate Science

    Atmospheric and Oceanic Sciences, University of California, Los Angeles, CA, USA · Department of Atmospheric Science, University of Wyoming, WY, USA

  11. Flow Matching for Convective-Scale Precipitation Downscaling

    May 29, 2026Tom WetherellFlow MatchingConditional Flow Matching

    Met Office

  12. Longwang: Zero-Shot Global Spatiotemporal Precipitation Downscaling with a Latent Generative Prior

    May 17, 2026Yue Wang, Daniele VisioniZero-Shot LearningClimate Science

    1*Department of Earth and Atmospheric Sciences, Cornell University, 112 Hollister Drive, Ithaca, 14853, NY, USA.

  13. Multi-Quantile Regression for Extreme Precipitation Downscaling

    May 12, 2026Hamed Najafi, Gareth Lagerwall, Jayantha Obeysekera +1Quantile RegressionPrecipitation Downscaling

    Florida International University Miami, FL · Everglade foundation Miami, FL

  14. Generative climate downscaling enables high-resolution compound risk assessment by preserving multivariate dependencies

    May 12, 2026Takuro Kutsuna, Noriko N. Ishizaki, Norihiro Oyama +1Climate ScienceClimate Modeling

    Toyota Central R&D Labs., Inc. · National Institute for Environmental Studies

  15. Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska

    Apr 28, 2026Douglas Brinkerhoff, Elizabeth FischerUncertainty QuantificationClimate Science

    Department of Computer Science, University of Montana · International Arctic Research Center, University of Alaska

  16. A Scale-Adaptive Framework for Joint Spatiotemporal Super-Resolution with Diffusion Models

    Apr 23, 2026Max Defez, Filippo Quarenghi, Mathieu Vrac +2Video Super-ResolutionConditional Diffusion Models

    Faculty of Geosciences and Environment University of Lausanne Lausanne, VD, Switzerland · Laboratory for Climate and Environmental Sciences Gif-sur-Yvette, France · Department of Computer Science University of California Irvine, California, United States of America

  17. High-Resolution Climate Projections Using Diffusion-Based Downscaling of a Lightweight Climate Emulator

    Feb 13, 2026Haiwen Guan, Dibyajyoti Chakraborty, Moein Darman +3Climate ScienceClimate Modeling

    1Information Sciences and Technology, The Pennsylvania State University, University Park, Pennsylvania · Department of Applied Mathematics, University of California, Santa Cruz, California · 3Allen Institute for Artificial Intelligence (AI2), Seattle, Washington +1