ThousandWorlds supplies an ML-ready benchmark of ~1800 multi-GCM exoplanet simulations with three nested challenge levels and two evaluation protocols.
Climate Diversity in the Solar-Like Habitable Zone due to Varying Background Gas Pressure
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GPLFR is a Gaussian process model that analytically marginalizes decoder weights to couple latent factor compression with prediction for high-dimensional low-data regression, demonstrated via the first spatially resolved emulator of rocky exoplanet global climate models.
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ThousandWorlds: A benchmark for climate emulation of potentially habitable exoplanets
ThousandWorlds supplies an ML-ready benchmark of ~1800 multi-GCM exoplanet simulations with three nested challenge levels and two evaluation protocols.
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Gaussian Process Latent Factor Regression for Low-Data, High-Dimensional Output Problems
GPLFR is a Gaussian process model that analytically marginalizes decoder weights to couple latent factor compression with prediction for high-dimensional low-data regression, demonstrated via the first spatially resolved emulator of rocky exoplanet global climate models.