activity
20242026
most citedDeep learning of phase transitions with minimal examples

5 citations · 5 across the 9 of their papers we have counts for

collaborators

9 papers

nucl-th2026

Deep-learning classification of physically admissible nuclear-matter equations of state

Ahmed Abuali, Micheal Kahangirwe, Francesco Di Clemente +3

Thermodynamic stability and causality impose fundamental constraints on the equation of state (EoS) of nuclear matter. Verifying these constraints conventionally requires calculati…

nucl-th2026

Quark and hybrid stars with renormalization group improvement of NNLO perturbative QCD

Loïc Fernandez, Jean-Loïc Kneur, Marcus Benghi Pinto +3

Recently, the NNLO perturbative QCD pressure of cold and dense symmetric matter, with arbitrary quark masses, has been resummed within the renormalization-group-optimized perturbat…

hep-ph2026

Partial Pressure Contributions of Hadron Families to the QCD Equation of State

Jonathan Gonzales, Alejandro Florez, Johannes Jahan +3

Lattice simulations provide the thermodynamics of quantum chromodynamics (QCD) as a function of the temperature, at zero-to-moderate values of the baryonic chemical potential. Howe…

cond-mat.stat-mech2026

Detecting the 3D Ising model phase transition with a ground-state-trained autoencoder

Ahmed Abuali, David A. Clarke, Morten Hjorth-Jensen +3

We develop a one-class, deep-learning framework to detect the phase transition and recover critical behavior of the 3D Ising model. A 3D convolutional neural network autoencoder (C…

nucl-th2025

Relativistic mean-field model with density- and isospin-density-dependent couplings

Gabriel Frohaug, Konstantin Maslov, Veronica Dexheimer +4

We present a new hadronic EoS with hyperons built within the relativistic mean-field (RMF) formalism with baryon-density- and isospin-density-dependent couplings. Motivated by micr…

hep-lat2025

A new 4D lattice QCD equation of state: extended density coverage from a generalized -expansion

Ahmed Abuali, Szabolcs Borsányi, Zoltán Fodor +7

We present a new equation of state for QCD in which the temperature and the three chemical potentials for baryon number , electric charge and strangeness can b…

cond-mat.stat-mech2025★ 5 cited

Deep learning of phase transitions with minimal examples

Ahmed Abuali, David A. Clarke, Morten Hjorth-Jensen +3

Over the past several years, there have been many studies demonstrating the ability of deep neural networks to identify phase transitions in many physical systems, notably in class…

nucl-th2024

Convergence properties of -Expansion Scheme: Hadron Resonance Gas and Cluster Expansion Model

Micheal Kahangirwe, Irene Gonzalez, Jorge A. Muñoz +2

In this study, we assess the effectiveness and robustness of the recently proposed -expansion scheme for expanding the equation of state of strongly interacting matter to finit…

hep-ph2024

On the study of new proxies for second order cumulants of conserved charges in heavy-ion collisions with EPOS4

Johannes Jahan, Claudia Ratti, Maria Stefaniak +1

Proxies for cumulants of baryon number , electric charge and strangeness are usually measured in heavy-ion collisions via moments of net-number distribution of given had…