Exoplanet Atmospheres

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1 paper in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Graph neural networks for exoplanet atmospheres

    Sep 15, 2026Antonia Vojtekova, Kai Hou Yip, Ingo P. Waldmann +4Exoplanet AtmospheresAtmospheric Dynamics

    Department of Physics and Astronomy, University College London, Gower Street, WC1E 6BT London, United Kingdom · European Space Agency, ESAC, Camino Bajo del Castillo, 28692, Villanueva de la Cañada, Madrid, Spain · Department of Physics, King’s College London, University of London, Strand, London, WC2R 2LS, United Kingdom +1

  2. Accelerating Chemical Kinetics for Exoplanet Atmospheres using Neural Networks

    Aug 31, 2026Isaac Malsky, Xi Zhang, Tiffany Kataria +5Exoplanet AtmospheresKinetics

    Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91109, USA · Department of Earth and Planetary Sciences, University of California Santa Cruz, Santa Cruz, CA 95064, USA · Division of Physics, Mathematics and Astronomy, California Institute of Technology, Pasadena, CA 91125, USA +4

  3. MarsCast: Transfer Learning of AI Weather Foundation Models to Planetary Atmospheres

    Aug 5, 2026M. L. Carroll, J. Li, S. D. Guzewich +3ClimateExoplanet Atmospheres

    1) NASA Goddard Space Flight Center · 2) ADNet Systems, Inc.

  4. Evidence-Based Scientific Question Discovery: A Framework with Historical Backtesting

    Jul 29, 2026Hui MaoScientific DiscoveryEvidence-Grounded Questions

    Independent Researcher

  5. Dynamical and Optimization Trade-offs of Levi--Civita Coordinates for Learned Close-Encounter Dynamics

    Jul 22, 2026Abhishek ShankarNear-Earth ObjectsHamiltonian

  6. FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation

    Jul 6, 2026Weichen Qin, Yufan Xie, Peihao Wang +8PosteriorContrastive Flow Matching

    ShanghaiTech University, Shanghai, China · The University of Texas at Austin, Austin, TX, USA · Center for Gravitational Wave Experiment, National Microgravity Laboratory, Institute of Mechanics, Chinese Academy of Sciences, Beijing 100190, China +2

  7. An Agnostic Machine Learning Model of Photosynthetic Habitability

    Jun 23, 2026Callum Gray, Cassandra Hall, Stefano Santabarbara +5Exoplanet AtmospheresSolar Irradiance

    Digital Environment Research Institute (DERI), Queen Mary University of London, London E1 1HH, United Kingdom · Department of Physics and Astronomy, Franklin College of Arts and Sciences, University of Georgia, United States of America · Institute of Agricultural Biology and Biotechnology, National Research Council of Italy, Milan, Italy +2

  8. Machine Learning and Deep Learning for Exoplanet Detection and Atmospheric Characterization with JWST and the Upcoming Ariel Mission

    Jun 22, 2026Muallim Yakubu, Vwavware Oruaode JudeExoplanet AtmospheresAtmospheric Dynamics

    Department of Industrial Physics, Enugu State University of Science and Technology · Department of Physics, Dennis Osadebay University, Asaba, Delta State, Nigeria

  9. TransitNet: A Compact Attention-Augmented Deep Learning Framework for Low-SNR Transit Blind Searches

    Jun 17, 2026Xingchen Yan, Jian Ge, Qingtian Liu +3Exoplanet AtmospheresSignal-To-Noise Ratio

    Shanghai Astronomical Observatory, Shanghai 200030, China · University of Chinese Academy of Sciences, Yanqi Lake Campus, East Road 1, Huairou, Beijing 101408, China · Science Talent Training Center, Gainesville, FL 32606, USA

  10. Modeling Doppler Shifts in Radial-Velocity Data with Deep Learning toward Earth-mass Exoplanet Detection

    Jun 16, 2026Isidro Gómez-Vargas, Xavier Dumusque, Yinan Zhao +2Exoplanet AtmospheresDoppler Velocity Log

    Department of Astronomy, University of Geneva 51 chemin de Pegasi, 1290 Versoix, Switzerland. · Instituto de Astrofıísica de Andalucía (CSIC), Glorieta de la Astronomía s/n, E-18008 Granada, Spain. · Institute of Space Sciences (CSIC), Carrer de Can Magrans s/n, E-08193 Barcelona, Spain. +3

  11. ThousandWorlds: A benchmark for climate emulation of potentially habitable exoplanets

    Jun 16, 2026Edward T. Stevenson, Mei Ting Mak, Eric Wolf +4Global Climate ModelsExoplanet Atmospheres

    University of Cambridge · University of Oxford · University of Colorado Boulder +3

  12. Machine-learning clustering of close-in exoplanet populations: links to pebble accretion

    Jun 10, 2026Yi Duann, Anders Johansen, Haiyang S. Wang +1Exoplanet AtmospheresClustering

    Center for Star and Planet Formation, Globe Institute, University of Copenhagen, Copenhagen, Denmark · Lund Observatory, Department of Physics, Lund University, Lund, Sweden

  13. One Transit Is All You Need: Detecting Exoplanets Through Learned Stellar Behaviour with EXOVEIL

    Jun 1, 2026Pratik PriyanshuExoplanet AtmospheresTransport

    SRH Hochschule, Heidelberg, Germany

  14. DELOS: Detecting Shallow Transits in Kepler Photometry Using a Contrastive-Learning Framework

    May 28, 2026Qingtian Liu, Jian Ge, XingChen Yan +4Exoplanet AtmospheresSignal-To-Noise Ratio

    Shanghai Astronomical Observatory, Chinese Academy of Sciences, Shanghai 200030, China · School of Astronomy and Space Sciences, University of Chinese Academy of Sciences, Beijing 101408, China · Science Talent Training Center, Gainesville, FL, 32606 USA

  15. Cross-domain benchmarks reveal when coordinated AI agents improve scientific inference from partial evidence

    May 21, 2026Fiona Y. Wong, Markus J. BuehlerScientific DiscoveryExoplanet Atmospheres

    Laboratory for Atomistic and Molecular Mechanics (LAMM) · Department of Biological Engineering · Department of Mechanical Engineering +2

  16. Stargazer: A Scalable Model-Fitting Benchmark Environment for AI Agents under Astrophysical Constraints

    Apr 17, 2026Xinge Liu, Terry Jingchen Zhang, Bernhard Schölkopf +2Astronomical ImagesArtificial Intelligence Agents

    University of Toronto · 2Vector Institute · 3Max Planck Institute for Intelligent Systems, Tübingen, Germany +1

  17. ExoNet: Calibrated Multimodal Deep Learning for TESS Exoplanet Candidate Vetting using Phase-Folded Light Curves, Stellar Parameters, and Multi-Head Attention

    Apr 16, 2026Md. Rashadul IslamExoplanet AtmospheresMultimodal Deep Learning

    Dept. of Computer Science and Engineering Daffodil International University Dhaka, Bangladesh

  18. Efficient reduction of stellar contamination and noise in planetary transmission spectra using neural networks

    Feb 10, 2026David S. Duque-Castaño, Lauren Flor-Torres, Jorge I. ZuluagaExoplanet AtmospheresAtmospheric Dynamics

    SEAP/FACom, Instituto de Física - FCEN, Universidad de Antioquia, Calle 70 No. 52-21, Medellín, Colombia

  19. Estimating Orbital Parameters of Direct Imaging Exoplanet Using Neural Network

    Oct 20, 2025Bo Liang, Hanlin Song, Chang Liu +9Exoplanet AtmospheresMarkov Chain Monte Carlo

    Center for Gravitational Wave Experiment, National Microgravity Laboratory, Institute of Mechanics, Chinese Academy of Sciences, Beijing 100190, China · Taiji Laboratory for Gravitational Wave Universe (Beijing/Hangzhou), University of Chinese Academy of Sciences (UCAS), Beijing 100049, China · National Space Science Center, Chinese Academy of Sciences, Beijing 100190, China +6