Fast Bayesian Updating of the Neutron-Star Equation of State with Neural Posterior and Evidence Estimation
astro-ph.HE, nucl-th, physics.comp-ph
Submitted: 2026-10-04
Updated: 2026-10-04
Code: https://github.com/prashantstar123/NeuronStar
Sources
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- A More Precise Measurement of the Radius of PSR J0740+6620 Using Updated NICER Data
- A NICER View of the Nearest and Brightest Millisecond Pulsar: PSR J0437$\unicode{x2013}$4715
- A NICER view of the 1.4 solar-mass edge-on pulsar PSR J0614-3329
- A NICER View of PSR J1231$-$1411: A Complex Case
- A NICER view of PSR J1614 - 2230: a massive and compact millisecond pulsar
- GW170817: Observation of Gravitational Waves from a Binary Neutron Star Inspiral
- How perturbative QCD constrains the Equation of State at Neutron-Star densities
- Ab-initio QCD calculations impact the inference of the neutron-star-matter equation of state
- A Horizon Study for Cosmic Explorer: Science, Observatories, and Community
- Bayesian inference of signatures of hyperons inside neutron stars
- UltraNest -- a robust, general purpose Bayesian inference engine
- The frontier of simulation-based inference
- Flow Matching for Scalable Simulation-Based Inference
- Truncated proposals for scalable and hassle-free simulation-based inference
- Neural Posterior Estimation of Neutron Star Equations of State
- NS-UNO: Neutron Star EoS Inference from an Unconstrained Number of Observations
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