ThousandWorlds supplies an ML-ready benchmark of ~1800 multi-GCM exoplanet simulations with three nested challenge levels and two evaluation protocols.
Abiotic oxygen-dominated atmospheres on terrestrial habitable zone planets
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
Detection of life on other planets requires identification of biosignatures, i.e., observable planetary properties that robustly indicate the presence of a biosphere. One of the most widely accepted biosignatures for an Earth-like planet is an atmosphere where oxygen is a major constituent. Here we show that lifeless habitable zone terrestrial planets around any star type may develop oxygen-dominated atmospheres as a result of water photolysis, because the cold trap mechanism that protects H2O on Earth is ineffective when the atmospheric inventory of non-condensing gases (e.g., N2, Ar) is low. Hence the spectral features of O2 and O3 alone cannot be regarded as robust signs of extraterrestrial life.
fields
cs.LG 1years
2026 1verdicts
ACCEPT 1representative citing papers
citing papers explorer
-
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.