A parsec-scale Galactic 3D dust map out to 1.25 kpc from the Sun

G Edenhofer, C Zucker, P Frank, AK Saydjari… - Astronomy & …, 2024 - aanda.org
Context. High-resolution 3D maps of interstellar dust are critical for probing the underlying
physics shaping the structure of the interstellar medium, and for foreground correction of …

Bayesian self-calibration and imaging in very long baseline interferometry

JS Kim, AS Nikonov, J Roth, TA Enßlin… - Astronomy & …, 2024 - aanda.org
Context. Self-calibration methods with the CLEAN algorithm have been widely employed in
very long baseline interferometry (VLBI) data processing in order to correct antenna-based …

Fast and robust Bayesian inference using Gaussian processes with GPry

J El Gammal, N Schöneberg, J Torrado… - Journal of Cosmology …, 2023 - iopscience.iop.org
We present the GPry algorithm for fast Bayesian inference of general (non-Gaussian)
posteriors with a moderate number of parameters. GPry does not need any pre-training …

Reconstructing Galactic magnetic fields from local measurements for backtracking ultra-high-energy cosmic rays

A Tsouros, G Edenhofer, T Enßlin, M Mastorakis… - Astronomy & …, 2024 - aanda.org
Context. Ultra-high-energy cosmic rays (UHECRs) are highly energetic charged particles
with energies exceeding 10 18 eV. These energies are far greater than those achieved in …

Bayesian radio interferometric imaging with direction-dependent calibration

J Roth, P Arras, M Reinecke, RA Perley… - Astronomy & …, 2023 - aanda.org
Context. Radio interferometers measure frequency components of the sky brightness,
modulated by the gains of the individual radio antennas. Due to atmospheric turbulence and …

Introducing LensCharm-A charming Bayesian strong lensing reconstruction framework

J Rüstig, M Guardiani, J Roth, P Frank… - Astronomy & …, 2024 - aanda.org
Strong gravitational lensing, a phenomenon rooted in the principles of general relativity,
grants us a unique window into the distant cosmos by offering a direct probe into dark matter …

Reconstructing the universe with variational self-boosted sampling

C Modi, Y Li, D Blei - Journal of Cosmology and Astroparticle …, 2023 - iopscience.iop.org
Forward modeling approaches in cosmology have made it possible to reconstruct the initial
conditions at the beginning of the Universe from the observed survey data. However the …

[HTML][HTML] Disentangling the Faraday rotation sky

S Hutschenreuter, M Haverkorn, P Frank… - Astronomy & …, 2024 - aanda.org
Context. Magnetic fields permeate the diffuse interstellar medium (ISM) of the Milky Way,
and are essential to explain the dynamical evolution and current shape of the Galaxy …

Spatially coherent 3D distributions of HI and CO in the Milky Way

L Söding, G Edenhofer, TA Enßlin, P Frank… - Astronomy & …, 2025 - aanda.org
Context. The spatial distribution of the gaseous components of the Milky Way is of great
importance for a number of different fields, for example, Galactic structure, star formation …

Information field theory and artificial intelligence

T Enßlin - Entropy, 2022 - mdpi.com
Information field theory (IFT), the information theory for fields, is a mathematical framework
for signal reconstruction and non-parametric inverse problems. Artificial intelligence (AI) and …