Author

M. Ferreira

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Preprint Sep 2026

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

We develop a permutation-invariant Set Transformer to reconstruct the equation of state (EoS) of dense matter from variable-size, unordered sets of neutron star (NS) observations. The model takes stellar masses together with radii, tidal deformabilities, or both, and predicts either the pressure $P(n)$ or the sound spe...

M. Ferreira, Valéria Carvalho, Michal Bejger et al. · 1 citation

Preprint Aug 2026

NS-UNO: Neutron Star EoS Inference from an Unconstrained Number of Observations

NS-UNO provides a flexible and scalable approach to NS EoS inference, naturally suited to the increasingly diverse observational datasets expected from next generation multimessenger astronomy.

Valéria Carvalho, M. Ferreira, M. Bejger et al. · 2 citations