Akshay Subramaniam

Latest

• Climate In A Bottle: Towards a Generative Foundation Model for the Kilometer-Scale Global Atmosphere
• Stable Machine-Learning Parameterization of Subgrid Processes in a Comprehensive Atmospheric Model Learned From Embedded Convection-Permitting Simulations
• Residual Corrective Diffusion Modeling for Km-Scale Atmospheric Downscaling
• Climsim-Online: A Large Multi-Scale Dataset and Framework for Hybrid ML-Physics Climate Emulation
• Imposing the Fundamental Dynamical Constraint of Hydrostatic Balance to Improve Global ML Weather Prediction
• ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation