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Machine learning isotope shifts in molecular energy levels

astro-ph.EP · 2026-04-17 · unverdicted · novelty 7.0

Neural network corrects residual errors in isotopologue energy extrapolations for CO2 (MAE reduction in >87% of levels vs Marvel) and transfers patterns to improve CO predictions in >93% of samples.

The chemical make-up of the Sun: A 2020 vision

astro-ph.SR · 2021-05-04 · accept · novelty 5.0

Revised solar photospheric abundances yield Z/X = 0.0187 with C, N, O at 8.46, 7.83, 8.69, preserving the solar modeling discrepancy and revealing a modest volatile-refractory offset from CI chondrites.

POSEIDON I: The Dynamical Origins of Transiting Neptunes

astro-ph.EP · 2026-02-20 · unverdicted · novelty 4.0

New obliquity measurements for two Neptunes update the sample distribution to favor aligned systems plus a random component, resembling that of more massive planets and implying shared dynamical origins.

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