physics.ao-ph · 2026-06-18 · No. 27

Atmospheric and Oceanic Physics, 2026-06-18.

1 new papers in physics.ao-ph. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Optimal scenario design for climate emulation

    Christopher B. Womack, Shahine Bouabid, Andrei Sokolov, Popat Salunke, Glenn Flierl, Sebastian D. Eastham, Noelle E. Selin

    physics.ao-ph · cs.LG

    As deep learning for physical systems continues to grow in popularity, efforts to improve generalizability have primarily focused on designing architectures that embed physical constraints. However, for machine-learning surrogate climate models (emulators), we show that the low structural diversity in existing scenarios commonly used to generate training data places a ceiling on predictive skill. Here, we examine whether training datasets...

    arxiv.org/abs/2606.19302 · PDF

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