A guided diffusion model pre-trained on climate simulations reconstructs multi-layer global ocean temperature from sparse observations, reporting low MSE on CMIP6 and EN4 data.
The last three columns are, respectively, average MSE of upper ten levels on guidance points (MSE-g), reconstruction points (MSE-r), and all complete global points (total MSE)
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ReconMOST: Multi-Layer Sea Temperature Reconstruction with Observations-Guided Diffusion
A guided diffusion model pre-trained on climate simulations reconstructs multi-layer global ocean temperature from sparse observations, reporting low MSE on CMIP6 and EN4 data.