FedRAIN-Lite: Federated Reinforcement Algorithms for Improving Idealised Numerical Weather and Climate Models
Fuente:
arXiv
Saved in:
| Main Authors: | Nath, Pritthijit, Schemm, Sebastian, Moss, Henry, Haynes, Peter, Shuckburgh, Emily, Webb, Mark |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
RAIN: Reinforcement Algorithms for Improving Numerical Weather and Climate Models
by: Nath, Pritthijit, et al.
Published: (2024)
by: Nath, Pritthijit, et al.
Published: (2024)
Replacing Tunable Parameters in Weather and Climate Models with State-Dependent Functions using Reinforcement Learning
by: Nath, Pritthijit, et al.
Published: (2026)
by: Nath, Pritthijit, et al.
Published: (2026)
Improving Tropical Cyclone Forecasting With Video Diffusion Models
by: Ren, Zhibo, et al.
Published: (2025)
by: Ren, Zhibo, et al.
Published: (2025)
Assessing the Spurious Impacts of Ice-Constraining Methods on the Climate Response to Sea-Ice Loss using an Idealised Aquaplanet GCM
by: Lewis, Neil T., et al.
Published: (2024)
by: Lewis, Neil T., et al.
Published: (2024)
Radiatively-Cooled Moist Convection under an Idealised Climate Change Scenario: Linear Analysis
by: Dritschel, Gregory N., et al.
Published: (2025)
by: Dritschel, Gregory N., et al.
Published: (2025)
Forecasting Tropical Cyclones with Cascaded Diffusion Models
by: Nath, Pritthijit, et al.
Published: (2023)
by: Nath, Pritthijit, et al.
Published: (2023)
Estimating Atmospheric Variables from Digital Typhoon Satellite Images via Conditional Denoising Diffusion Models
by: Ling, Zhangyue, et al.
Published: (2024)
by: Ling, Zhangyue, et al.
Published: (2024)
Can AI Weather Models Predict Beyond Two Weeks? A Quantitative Benchmark and Analysis of Long Rollouts
by: Lehmann, Fanny, et al.
Published: (2026)
by: Lehmann, Fanny, et al.
Published: (2026)
A Temporal Stochastic Bias Correction using a Machine Learning Attention model
by: Nivron, Omer, et al.
Published: (2024)
by: Nivron, Omer, et al.
Published: (2024)
Improving prediction of heavy rainfall in the Mediterranean with Neural Networks using both observation and Numerical Weather Prediction data
by: Pujol, Killian, et al.
Published: (2025)
by: Pujol, Killian, et al.
Published: (2025)
Epistemic and Aleatoric Uncertainty Quantification in Weather and Climate Models
by: Mansfield, Laura A., et al.
Published: (2025)
by: Mansfield, Laura A., et al.
Published: (2025)
Weather Jiu-Jitsu: Climate Adaptation for the 21st Century
by: Huang, Qin, et al.
Published: (2025)
by: Huang, Qin, et al.
Published: (2025)
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic Settings
by: Adamov, Simon, et al.
Published: (2025)
by: Adamov, Simon, et al.
Published: (2025)
Mixed-Precision Computing in the GRIST Dynamical Core for Weather and Climate Modelling
by: Chen, Siyuan, et al.
Published: (2024)
by: Chen, Siyuan, et al.
Published: (2024)
Learning Data-driven Surrogate and Correction Models for Satellite Observations in Numerical Weather Prediction
by: Buono, Gian Luca, et al.
Published: (2026)
by: Buono, Gian Luca, et al.
Published: (2026)
Imposing the Fundamental Dynamical Constraint of Hydrostatic Balance to Improve Global ML Weather Prediction
by: Subramaniam, Akshay, et al.
Published: (2025)
by: Subramaniam, Akshay, et al.
Published: (2025)
Forecasting the Future with Yesterday's Climate: Temperature Bias in AI Weather and Climate Models
by: Landsberg, Jacob B., et al.
Published: (2025)
by: Landsberg, Jacob B., et al.
Published: (2025)
How does an AI Weather Model Learn to Forecast Extreme Weather?
by: Baiman, Rebecca, et al.
Published: (2025)
by: Baiman, Rebecca, et al.
Published: (2025)
Prithvi WxC: Foundation Model for Weather and Climate
by: Schmude, Johannes, et al.
Published: (2024)
by: Schmude, Johannes, et al.
Published: (2024)
Evaluating the Predictability of Selected Weather Extremes with Aurora, an AI Weather Forecast Model
by: Huang, Qin, et al.
Published: (2026)
by: Huang, Qin, et al.
Published: (2026)
Evaluating Skill and Stability of ArchesWeather and ArchesWeatherGen under Multi-Decadal Climate Simulations
by: Singh, Renu, et al.
Published: (2026)
by: Singh, Renu, et al.
Published: (2026)
The First Compute Arms Race: the Early History of Numerical Weather Prediction
by: Yang, Charles
Published: (2025)
by: Yang, Charles
Published: (2025)
Navigating Through Turbulence: Blueprint for the Next Generation of Weather-Climate Scientists
by: Zhang, Gan, et al.
Published: (2025)
by: Zhang, Gan, et al.
Published: (2025)
Future Amplification of Moist Weather Extremes in the Midlatitudes
by: Li, Funing, et al.
Published: (2026)
by: Li, Funing, et al.
Published: (2026)
Project Severe Weather Archive of the Philippines (SWAP). Part 1: Establishing a Baseline Climatology for Severe Weather across the Philippine Archipelago
by: Capuli, Generich H.
Published: (2024)
by: Capuli, Generich H.
Published: (2024)
Watch an AI Weather Model Learn (and Unlearn) Tropical Cyclones
by: Baiman, Rebecca, et al.
Published: (2026)
by: Baiman, Rebecca, et al.
Published: (2026)
Assimilating Observed Surface Pressure into ML Weather Prediction Models
by: Slivinski, Laura C., et al.
Published: (2024)
by: Slivinski, Laura C., et al.
Published: (2024)
Challenges in assessing Fire Weather changes in a warming climate
by: Matteo, Aurora, et al.
Published: (2025)
by: Matteo, Aurora, et al.
Published: (2025)
Leveraging Climate Services to Build Climate Resilient Power Systems
by: Dubus, Laurent, et al.
Published: (2026)
by: Dubus, Laurent, et al.
Published: (2026)
Deep-Learned Observation Operators for Artificial Intelligence Weather Forecasting Models
by: Lieberman, Kelsey, et al.
Published: (2026)
by: Lieberman, Kelsey, et al.
Published: (2026)
The Jive Verification System and its Transformative Impact on Weather Forecasting Operations
by: Loveday, Nicholas, et al.
Published: (2024)
by: Loveday, Nicholas, et al.
Published: (2024)
Livestock, Methane and Climate
by: Alexander, D., et al.
Published: (2026)
by: Alexander, D., et al.
Published: (2026)
WeatherFormer: Empowering Global Numerical Weather Forecasting with Space-Time Transformer
by: Gong, Junchao, et al.
Published: (2024)
by: Gong, Junchao, et al.
Published: (2024)
Instability-Aware Steering of an Extreme Atmospheric River in an AI Weather Foundation Model
by: Liu, Moyan, et al.
Published: (2026)
by: Liu, Moyan, et al.
Published: (2026)
An Earth-System-Oriented View of the S2S Predictability of North American Weather Regimes
by: Pérez-Carrasquilla, Jhayron S., et al.
Published: (2024)
by: Pérez-Carrasquilla, Jhayron S., et al.
Published: (2024)
Building Ocean Climate Emulators
by: Subel, Adam, et al.
Published: (2024)
by: Subel, Adam, et al.
Published: (2024)
Rapid Climate Model Downscaling to Assess Risk of Extreme Rainfall in Bangladesh in a Warming Climate
by: Saha, Anamitra, et al.
Published: (2024)
by: Saha, Anamitra, et al.
Published: (2024)
Error Growth Dynamic and Predictability of Tropical Cyclone in Machine Learning Weather Prediction Model
by: Pu, Jingchen, et al.
Published: (2026)
by: Pu, Jingchen, et al.
Published: (2026)
Near-surface Extreme Wind Events and Their Responses to Climate Forcings in a Hierarchy of Global Climate Models
by: Zhang, G., et al.
Published: (2026)
by: Zhang, G., et al.
Published: (2026)
Towards a Climate OSSE Framework for Satellite Mission Design
by: Fridlind, Ann M., et al.
Published: (2025)
by: Fridlind, Ann M., et al.
Published: (2025)
Similar Items
-
RAIN: Reinforcement Algorithms for Improving Numerical Weather and Climate Models
by: Nath, Pritthijit, et al.
Published: (2024) -
Replacing Tunable Parameters in Weather and Climate Models with State-Dependent Functions using Reinforcement Learning
by: Nath, Pritthijit, et al.
Published: (2026) -
Improving Tropical Cyclone Forecasting With Video Diffusion Models
by: Ren, Zhibo, et al.
Published: (2025) -
Assessing the Spurious Impacts of Ice-Constraining Methods on the Climate Response to Sea-Ice Loss using an Idealised Aquaplanet GCM
by: Lewis, Neil T., et al.
Published: (2024) -
Radiatively-Cooled Moist Convection under an Idealised Climate Change Scenario: Linear Analysis
by: Dritschel, Gregory N., et al.
Published: (2025)