Set Transformer inference of the neutron star equation of state from stellar observations

arXiv:2609.31081 · nucl-th, astro-ph.HE, hep-ph · Submitted 2026-09-25 · Read on arXiv

nucl-th, astro-ph.HE, hep-ph

Submitted: 2026-09-25

Updated: 2026-09-25

Terminology

Accuracy — 10× in this paper · explained in 1 episode
Transformer — 10× in this paper · explained in 2 episodes
Calibration — 6× in this paper · explained in 7 episodes
Generalization — 5× in this paper · explained in 13 episodes
Reconstruction Error — 5× in this paper · explained in 2 episodes
Equation of State (EoS) — 2× in this paper · explained in 4 episodes
Robustness — 2× in this paper · explained in 5 episodes
Set Attention Blocks — 2× in this paper
Trace — 2× in this paper · explained in 2 episodes
Transformer Architecture — 2× in this paper · explained in 2 episodes
Abundance — 1× in this paper · explained in 1 episode
AdamW Optimizer — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Attention Mechanism — 1× in this paper · explained in 2 episodes
Bayesian Inference — 1× in this paper · explained in 5 episodes
Inverse Problem — 1× in this paper · explained in 2 episodes
Loss Function — 1× in this paper · explained in 2 episodes
Normalizing Flow — 1× in this paper · explained in 3 episodes
Normalizing Flows — 1× in this paper · explained in 4 episodes
Pooling by Multi-head Attention — 1× in this paper
Uncertainty Quantification — 1× in this paper · explained in 8 episodes

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