ThousandWorlds supplies an ML-ready benchmark of ~1800 multi-GCM exoplanet simulations with three nested challenge levels and two evaluation protocols.
Climate Transition to Temperate Nightside at High Atmosphere Mass
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GPLFR jointly learns compression and GP regression for high-dimensional outputs, outperforming PCA-GP under structured noise and enabling a spatially resolved rocky-exoplanet climate emulator.
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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 jointly learns compression and GP regression for high-dimensional outputs, outperforming PCA-GP under structured noise and enabling a spatially resolved rocky-exoplanet climate emulator.