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nucl-th2025
Machine and Deep Learning Regression for Compact Object Equations of State
I. Stergakis, Th. Diakonidis, Ch. C. Moustakidis
A central open problem in nuclear physics is the determination of a physically robust equation of state (EoS) for dense nuclear matter, which directly informs our understanding of…
nucl-th2025
Reconstruction of the Equations of State (EoSs) of Compact Stars using machine and deep learning regression techniques
Ioannis Stergakis
This dissertation focuses on the reconstruction of Equations of State (EoSs) describing the interior of compact stars, using modern machine learning and deep learning methods. The…