Title: Bayesian Stokes inversion with normalizing flows
Short description: We use normalizing flows conditioned on Stokes profiles observations to return Bayesian posterior probability estimates of the physical conditions in the Sun for any observation. We illustrate the ability of the method using a simple Milne-Eddington model and a complex non-local thermodynamic equilibrium (NLTE) inversion.
Title: Bayesian Stokes inversion with normalizing flows
Short description: We use normalizing flows conditioned on Stokes profiles observations to return Bayesian posterior probability estimates of the physical conditions in the Sun for any observation. We illustrate the ability of the method using a simple Milne-Eddington model and a complex non-local thermodynamic equilibrium (NLTE) inversion.
Link to paper: https://ui.adsabs.harvard.edu/abs/2022A%26A...659A.165D/abstract