Fast and Accurate Prediction of Neutron Star Structure with Deep Neural Networks

arXiv:2608.07698 · astro-ph.HE, gr-qc, nucl-th · Submitted 2026-08-07 · Read on arXiv

Kaushikk V N, Bhaskar Biswas, Stephan Rosswog

astro-ph.HE, gr-qc, nucl-th

Submitted: 2026-08-07

Updated: 2026-08-11

Comments: 13 pages, 11 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Accuracy — 18× in this paper · explained in 1 episode
Benchmark — 5× in this paper · explained in 2 episodes
Core — 5× in this paper · explained in 2 episodes
Activation Function — 4× in this paper · explained in 1 episode
Bayesian Inference — 4× in this paper · explained in 5 episodes
Latent Representation — 2× in this paper · explained in 2 episodes
Robustness — 2× in this paper · explained in 5 episodes
Bayesian Framework — 1× in this paper · explained in 3 episodes
Benchmarking — 1× in this paper · explained in 3 episodes
Consistency — 1× in this paper · explained in 3 episodes
Equation of State (EoS) — 1× in this paper · explained in 4 episodes
Generalization — 1× in this paper · explained in 13 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
Solving the Tolman--Oppenheimer--Volkoff — 1× in this paper
Transformer — 1× in this paper · explained in 2 episodes

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