most citedConditional diffusion models for downscaling and bias correction of Earth system model precipitation

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physics.ao-ph2024

Fast, Scale-Adaptive, and Uncertainty-Aware Downscaling of Earth System Model Fields with Generative Machine Learning

Philipp Hess, Michael Aich, Baoxiang Pan +1

Accurate and high-resolution Earth system model (ESM) simulations are essential to assess the ecological and socio-economic impacts of anthropogenic climate change, but are computa…

physics.ao-ph2024★ 1 cited

Diffusion Model-based Probabilistic Downscaling for 180-year East Asian Climate Reconstruction

Fenghua Ling, Zeyu Lu, Jing-Jia Luo +6

As our planet is entering into the "global boiling" era, understanding regional climate change becomes imperative. Effective downscaling methods that provide localized insights are…