Key papers

• Towards a Foundation Model for the Martian Atmosphere (2026)
  Sujit Roy et al.
  4.27
• A COMPASS to Model Comparison and Simulation-Based Inference in Galactic Chemical Evolution (2025)
  Berkay Gunes et al.
  3.86
• Disentangling stellar atmospheric parameters in astronomical spectra using Generative Adversarial Neural Networks (2025)
  Minia Manteiga et al.
  2.60
• Fully Automatic Trace Gas Plume Detection (2026)
  V\'it R\r{u}\v{z}i\v{c}ka et al.
  1.89
• Elemental Stoichiometry as an Ecological Biosignature with Applications to Life Detection (2026)
  Pilar C. Vergeli et al.
  1.89
• ExoNet: Calibrated Multimodal Deep Learning for TESS Exoplanet Candidate Vetting using Phase-Folded Light Curves, Stellar Parameters, and Multi-Head Attention (2026)
  Md.Rashadul Islam
  1.83
• ASTER -- Agentic Science Toolkit for Exoplanet Research (2026)
  Emilie Panek et al.
  1.78
• Connecting the Dots: A Machine Learning Ready Dataset for Ionospheric Forecasting Models (2025)
  Linnea M. Wolniewicz et al.
  1.56
• Machine Learning for Exoplanet Detection: A Comparative Analysis Using Kepler Data (2025)
  Reihaneh Karimi et al.
  1.39
• POLARIS: A High-contrast Polarimetric Imaging Benchmark Dataset for Exoplanetary Disk Representation Learning (2025)
  Fangyi Cao et al.
  1.28
• Advanced Modeling for Exoplanet Detection and Characterization (2025)
  Krishna Chamarthy
  1.28
• ExoPhoto: A Database of Temperature-Dependent Photodissociation Cross Sections (2025)
  Qing-He Ni et al.
  1.22
• Science Autonomy using Machine Learning for Astrobiology (2025)
  Victoria Da Poian et al.
  1.17
• Machine learning for predicting thermal power consumption of the Mars Express Spacecraft (2018)
  Matej Petkovi\'c et al.
  —
• Identifying Exoplanets with Deep Learning. IV. Removing Stellar Activity Signals from Radial Velocity Measurements Using Neural Networks (2020)
  Zoe L. de Beurs et al.
  —
• Exoplanet Characterization using Conditional Invertible Neural Networks (2022)
  Jonas Haldemann et al.
  —
• A Mini-Chemical Scheme with Net Reactions for 3D GCMs I.: Thermochemical Kinetics (2022)
  Shang-Min Tsai et al.
  —
• Estimation of stellar atmospheric parameters from LAMOST DR8 low-resolution spectra with 20$\leq$SNR$<$30 (2022)
  Xiangru Li et al.
  —
• Pluto's Surface Mapping using Unsupervised Learning from Near-Infrared Observations of LEISA/Ralph (2023)
  A. Emran et al.
  —
• Parameters for > 300 million Gaia stars: Bayesian inference vs. machine learning (2023)
  F. Anders et al.
  —
• Intercomparison of Brown Dwarf Model Grids and Atmospheric Retrieval Using Machine Learning (2023)
  Anna Lueber et al.
  —
• Orbit Classification of asteroids using implementation of radial Basis Function on Support Vector Machines (2023)
  Yashvir Tiberwal and Nishchal Dwivedi
  —
• Expanding Mars Climate Modeling: Interpretable Machine Learning for Modeling MSL Relative Humidity (2023)
  Nour Abdelmoneim et al.
  —
• Parameterizing pressure-temperature profiles of exoplanet atmospheres with neural networks (2023)
  Timothy D. Gebhard and Daniel Angerhausen and Bj\"orn S. Konrad and Eleonora Alei and Sascha P. Quanz and Bernhard Sch\"olkopf
  —
• Constructing Impactful Machine Learning Research for Astronomy: Best Practices for Researchers and Reviewers (2023)
  D. Huppenkothen et al.
  —
• Inferring Stellar Parameters from Iodine-Imprinted Keck/HIRES Spectra with Machine Learning (2024)
  Jude Gussman and Malena Rice
  —
• Using autoencoders and deep transfer learning to determine the stellar parameters of 286 CARMENES M dwarfs (2024)
  P. Mas-Buitrago et al.
  —
• Improving Earth-like planet detection in radial velocity using deep learning (2024)
  Yinan Zhao et al.
  —
• Computing low-thrust transfers in the asteroid belt, a comparison between astrodynamical manipulations and a machine learning approach (2024)
  Giacomo Acciarini and Laurent Beauregard and Dario Izzo
  —
• Predicting Exoplanetary Features with a Residual Model for Uniform and Gaussian Distributions (2024)
  Andrew Sweet
  —
• The Application of Machine Learning in Tidal Evolution Simulation of Star-Planet Systems (2024)
  Shuaishuai Guo et al.
  —