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Mei-Ting Mak

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#machine learning Jun 2026

ThousandWorlds: A benchmark for climate emulation of potentially habitable exoplanets

ThousandWorlds is introduced, an ML-ready benchmark for exoclimate emulation and for the broader regime of low-data, multi-simulator, parameter-to-field regression, and GP-based methods perform best, suggesting that ThousandWorlds exposes a regime where off-the-shelf deep learning does not yet succeed.

Edward T Stevenson, Mei-Ting Mak, E. Wolf et al. · arXiv.org · 1 citation