The frontier of simulation-based inference

• Machine learning is good for physics—and vice versa

  2026 The European Physical Journal C article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  0

  citations
• Euclid preparation

  2026 Astronomy and Astrophysics article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  1

  citations
• Evidence for SiO cloud nucleation in the rogue planet PSO J318

  2025 Astronomy and Astrophysics article Physics and Astronomy Stellar, planetary, and galactic studies Open access

  21

  citations
• SECRET: Stochasticity Emulator for Cosmic Ray Electrons

  2025 Journal of Cosmology and Astroparticle Physics article Physics and Astronomy Astrophysics and Cosmic Phenomena Open access

  1

  citations
• Discriminative versus generative approaches to simulation-based inference

  2025 Machine Learning Science and Technology article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  3

  citations
• MxlPy - Python Package for Mechanistic Learning in Life Science

  2025 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science Explainable Artificial Intelligence (XAI) Open access

  0

  citations
• Precisely measuring the cosmic reionization history from IGM damping wings towards quasars

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

  13

  citations
• RTFAST-Spectra: emulation of X-ray reverberation mapping for active galactic nuclei

  2025 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Astrophysical Phenomena and Observations Open access

  0

  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
• MxlPy—Python package for mechanistic learning and hybrid modelling in life science

  2024 Bioinformatics Advances software-paper Biochemistry, Genetics and Molecular Biology Gene Regulatory Network Analysis Open access

  1

  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
• 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
• 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
• Bayesian active learning for parameter calibration of landslide run-out models

  2022 Landslides article Environmental Science Landslides and related hazards Open access

  20

  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
• Classifying evolutionary forces in language change using neural networks

  2020 Evolutionary Human Sciences article Social Sciences Language and cultural evolution Open access

  10

  citations

16 results