ROBIN-PIP: Robust Bayesian Field-Level Inference with Physics-Informed Priors

arXiv:2610.00674 · astro-ph.CO, astro-ph.IM · Submitted 2026-09-30 · Read on arXiv

astro-ph.CO, astro-ph.IM

Submitted: 2026-09-30

Updated: 2026-09-30

Terminology

• Bayesian Inference — 11× in this paper · explained in 5 episodes
• Clustering — 11× in this paper · explained in 2 episodes
• Trace — 8× in this paper · explained in 2 episodes
• Fidelity — 5× in this paper · explained in 2 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Calibration — 2× in this paper · explained in 7 episodes
• Hamiltonian Monte Carlo — 2× in this paper
• Model-Agnostic — 2× in this paper · explained in 2 episodes
• N-body simulations — 2× in this paper · explained in 2 episodes
• Abundance — 1× in this paper · explained in 1 episode
• Anti-correlation — 1× in this paper · explained in 3 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Degeneracy — 1× in this paper · explained in 3 episodes
• Effective Field Theory (EFT) — 1× in this paper · explained in 2 episodes
• Non-Gaussianity — 1× in this paper · explained in 2 episodes
• Physical Constraints — 1× in this paper · explained in 7 episodes
• Physics-Informed Constraints — 1× in this paper · explained in 2 episodes
• RObust Bayesian INference with Physics-Informed Priors — 1× in this paper
• Regularization — 1× in this paper · explained in 3 episodes
• Systematic Bias — 1× in this paper · explained in 3 episodes
• Weak Lensing — 1× in this paper · explained in 2 episodes

Sources

• Planck 2018 results. VI. Cosmological parameters
• Bye-bye, Local-in-matter-density Bias: The Statistics of the Halo Field Are Poorly Determined by the Local Mass Density
• Anticipated Performance of the Square Kilometre Array -- Phase 1 (SKA1)
• The DESI Experiment Part I: Science,Targeting, and Survey Design
• Euclid. I. Overview of the Euclid mission
• Wide-Field InfraRed Survey Telescope (WFIRST) Final Report
• Full-shape analysis with simulation-based priors: cosmological parameters and the structure growth anomaly
• Field-level Emulation of Cosmic Structure Formation with Cosmology and Redshift Dependence
• Metric Gaussian Variational Inference
• Euclid Definition Study Report
• Systematic-free inference of the cosmic matter density field from SDSS3-BOSS data
• A Latent Slice Sampling Algorithm
• LSST Science Book, Version 2.0
• Field-level inference of cosmic shear with intrinsic alignments and baryons
• Cosmological inference from Bayesian forward modelling of deep galaxy redshift surveys
• Field-level inference of galaxy intrinsic alignment from the SDSS-III BOSS survey
• From Dark Matter to Galaxies with Convolutional Networks

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