Fast likelihood-free cosmology with neural density estimators and active learning

• Inferring Parameters in a Complex Land Surface Model by Combining Data Assimilation and Machine Learning

  2025 Journal of Advances in Modeling Earth Systems article Earth and Planetary Sciences Meteorological Phenomena and Simulations Open access

  7

  citations
• Forecasting constraints on the high-z IGM thermal state from the Lyman-α forest flux autocorrelation function

  2025 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  4

  citations
• Cosmological constraints from weak lensing scattering transform using HSC Y1 data

  2025 Journal of Cosmology and Astroparticle Physics article Physics and Astronomy Cosmology and Gravitation Theories Open access

  21

  citations
• Measurements of the thermal and ionization state of the intergalactic medium during the cosmic afternoon

  2024 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  5

  citations
• Fast likelihood-free inference in the LSS Stage IV era

  2024 Journal of Cosmology and Astroparticle Physics article Physics and Astronomy Cosmology and Gravitation Theories Open access

  12

  citations
• The impact of the WHIM on the IGM thermal state determined from the low-z Lyman α forest

  2023 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  4

  citations
• Fast and robust Bayesian inference using Gaussian processes with GPry

  2023 Journal of Cosmology and Astroparticle Physics article Computer Science Gaussian Processes and Bayesian Inference Open access

  21

  citations
• Forecasting constraints on the mean free path of ionizing photons at z ≥ 5.4 from the Lyman-α forest flux autocorrelation function

  2023 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  9

  citations
• Fast and credible likelihood-free cosmology with truncated marginal neural ratio estimation

  2022 Journal of Cosmology and Astroparticle Physics article Mathematics Markov Chains and Monte Carlo Methods Open access

  54

  citations
• Measuring the thermal and ionization state of the low-z IGM using likelihood free inference

  2022 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  7

  citations
• Cosmological Tests of Gravity: A Future Perspective

  2021 Universe article Physics and Astronomy Cosmology and Gravitation Theories Open access

  12

  citations
• Accurate X-ray timing in the presence of systematic biases with simulation-based inference

  2021 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Astrophysical Phenomena and Observations Open access

  17

  citations
• Extreme data compression while searching for new physics

  2020 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Cosmology and Gravitation Theories Open access

  16

  citations
• Euclid : The reduced shear approximation and magnification bias for Stage IV cosmic shear experiments

  2020 Astronomy and Astrophysics article Physics and Astronomy Cosmology and Gravitation Theories Open access

  32

  citations

14 results