Connecting radio pulsars, magnetars, and XDINSs in a unified evolutionary framework using simulation-based inference
astro-ph.HE
Submitted: 2026-09-01
Updated: 2026-09-01
Code: https://github.com/ice-csic-astroexotic/ML-Poppyns
Project page: https://ice-csic-astroexotic.github.io/code/mlpoppyns
Terminology
Sources
- Simulation-Based Inference with Neural Posterior Estimation applied to X-ray spectral fitting: Demonstration of working principles down to the Poisson regime
- Probing neutron star interiors and the properties of cold ultra-dense matter with the SKAO
- The X-ray luminosity of rotation-powered neutron stars
- 3D-$N_{\rm H}$-tool
- Automatic Posterior Transformation for Likelihood-Free Inference
- Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
- A Trust Crisis In Simulation-Based Inference? Your Posterior Approximations Can Be Unfaithful
- Adam: A Method for Stochastic Optimization
- Flexible statistical inference for mechanistic models of neural dynamics
- Fast $\epsilon$-free Inference of Simulation Models with Bayesian Conditional Density Estimation
- Magnetar fraction in Core-Collapse Supernovae
- PyTorch: An Imperative Style, High-Performance Deep Learning Library
- Magnetars
- Long Period Transients (LPTs): a comprehensive review
- Probing the maximum energy of fast radio bursts using thousands of sources from the Second CHIME/FRB Catalog
- A Log-Uniform Initial Magnetic Field Distribution Explains Pulsar and Magnetar Populations through Magnetic Inclination Alignment
- The ROSAT All-Sky Survey Bright Source Catalogue
- The magnetar model's energy crisis for a prolific repeating fast radio burst source
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