- Open Access
Lattice-based equation of state with a critical point from constant entropy contours and its comparison to effective QCD approaches
Phys. Rev. D 114, 034501 – Published 3 August, 2026
DOI: https://doi.org/10.1103/3jjq-ykkg
Abstract
In this work, we systematically assess the performance of a new method from [H. Shah et al., Phys. Rev. C 113, L012201 (2026)] for locating the QCD critical point using constant-entropy contours by testing it against various effective QCD approaches. We demonstrate that, while the method yields spurious critical points in purely hadronic models (HRG) due to nonparabolic contour behavior at low temperatures (), it accurately reproduces the critical point location in frameworks that feature a genuine phase transition and benchmarked against lattice QCD, such as holographic Einstein-Maxwell-dilaton, and functional QCD approaches. Building on our previous determination of constant entropy contours using lattice data, we extend that analysis to construct a complete lattice-based equation of state (EoS) at finite density, which features a critical point at . By integrating the extrapolated entropy density with respect to temperature, we reconstruct the pressure, baryon density, susceptibility, and speed of sound in the critical region, and analyze the focusing behavior of isentropic trajectories in the vicinity of the critical point.
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References (89)
- A. Bzdak, S. Esumi, V. Koch, J. Liao, M. Stephanov, and N. Xu, Mapping the phases of quantum chromodynamics with beam energy scan, Phys. Rep. 853, 1 (2020).
- L. Du, A. Sorensen, and M. Stephanov, The QCD phase diagram and beam energy scan physics: A theory overview, Int. J. Mod. Phys. E 33, 2430008 (2024).
- Y. Aoki, Z. Fodor, S. D. Katz, and K. K. Szabo, The QCD transition temperature: Results with physical masses in the continuum limit, Phys. Lett. B 643, 46 (2006).
- S. Borsanyi, Z. Fodor, J. N. Guenther, R. Kara, S. D. Katz, P. Parotto, A. Pasztor, C. Ratti, and K. K. Szabo, QCD crossover at finite chemical potential from lattice simulations, Phys. Rev. Lett. 125, 052001 (2020).
- A. Bazavov et al. (HotQCD Collaboration), Chiral crossover in QCD at zero and non-zero chemical potentials, Phys. Lett. B 795, 15 (2019).
- B. E. Aboona et al. (STAR Collaboration), Precision measurement of net-proton-number fluctuations in collisions at RHIC, Phys. Rev. Lett. 135, 142301 (2025).
- J. Adam et al. (STAR Collaboration), Nonmonotonic energy dependence of net-proton number fluctuations, Phys. Rev. Lett. 126, 092301 (2021).
- M. Abdallah et al. (STAR Collaboration), Cumulants and correlation functions of net-proton, proton, and antiproton multiplicity distributions in collisions at energies available at the BNL relativistic heavy ion collider, Phys. Rev. C 104, 024902 (2021).
- S. Borsányi, Z. Fodor, J. N. Guenther, R. Kara, S. D. Katz, P. Parotto, A. Pásztor, C. Ratti, and K. K. Szabó, Lattice QCD equation of state at finite chemical potential from an alternative expansion scheme, Phys. Rev. Lett. 126, 232001 (2021).
- J. Noronha-Hostler, P. Parotto, C. Ratti, and J. M. Stafford, Lattice-based equation of state at finite baryon number, electric charge and strangeness chemical potentials, Phys. Rev. C 100, 064910 (2019).
- M. Kahangirwe, S. A. Bass, E. Bratkovskaya, J. Jahan, P. Moreau, P. Parotto, D. Price, C. Ratti, O. Soloveva, and M. Stephanov, Finite density QCD equation of state: Critical point and lattice-based T’ expansion, Phys. Rev. D 109, 094046 (2024).
- A. Abuali, S. Borsányi, Z. Fodor, J. Jahan, M. Kahangirwe, P. Parotto, A. Pásztor, C. Ratti, H. Shah, and S. A. Trabulsi, New 4D lattice QCD equation of state: Extended density coverage from a generalized T’ expansion, Phys. Rev. D 112, 054502 (2025).
- V. Vovchenko, J. Steinheimer, O. Philipsen, and H. Stoecker, Cluster expansion model for QCD baryon number fluctuations: No phase transition at , Phys. Rev. D 97, 114030 (2018).
- D. Bollweg, J. Goswami, O. Kaczmarek, F. Karsch, S. Mukherjee, P. Petreczky, C. Schmidt, and P. Scior (HotQCD Collaboration), Taylor expansions and Padé approximants for cumulants of conserved charge fluctuations at nonvanishing chemical potentials, Phys. Rev. D 105, 074511 (2022).
- S. Borsanyi, Z. Fodor, J. N. Guenther, P. Parotto, A. Pasztor, C. Ratti, V. Vovchenko, and C. H. Wong, Lattice QCD constraints on the critical point from an improved precision equation of state, Phys. Rev. D 112, L111505 (2025).
- W.-j. Fu, J. M. Pawlowski, and F. Rennecke, QCD phase structure at finite temperature and density, Phys. Rev. D 101, 054032 (2020).
- P. J. Gunkel and C. S. Fischer, Locating the critical endpoint of QCD: Mesonic backcoupling effects, Phys. Rev. D 104, 054022 (2021).
- F. Gao and J. M. Pawlowski, Chiral phase structure and critical end point in QCD, Phys. Lett. B 820, 136584 (2021).
- M. Hippert, J. Grefa, T. A. Manning, J. Noronha, J. Noronha-Hostler, I. Portillo Vazquez, C. Ratti, R. Rougemont, and M. Trujillo, Bayesian location of the QCD critical point from a holographic perspective, Phys. Rev. D 110, 094006 (2024).
- G. Basar, QCD critical point, Lee-Yang edge singularities, and Padé resummations, Phys. Rev. C 110, 015203 (2024).
- D. A. Clarke, P. Dimopoulos, F. Di Renzo, J. Goswami, C. Schmidt, S. Singh, and K. Zambello, Searching for the QCD critical end point using multipoint Padé approximations, Phys. Rev. D 112, L091504 (2025).
- H. Shah, M. Hippert, J. Noronha, C. Ratti, and V. Vovchenko, Locating the QCD critical point through contours of constant entropy density, Phys. Rev. C 113, L012201 (2026).
- A. Adam, S. Borsányi, Z. Fodor, J. N. Guenther, P. Kumar, P. Parotto, A. Pásztor, and C. H. Wong, High-precision baryon number cumulants from lattice QCD in a finite box: Cumulant ratios, Lee-Yang zeros, and critical endpoint predictions, Phys. Rev. D 113, 074525 (2026).
- A. Sorensen and P. Sorensen, Locating the critical point for the hadron to quark-gluon plasma phase transition from finite-size scaling of proton cumulants in heavy-ion collisions, arXiv:2405.10278.
- S. Borsanyi, Z. Fodor, J. N. Guenther, P. Parotto, A. Pasztor, L. Pirelli, K. K. Szabo, and C. H. Wong, QCD deconfinement transition line up to from finite volume lattice simulations, Phys. Rev. D 110, 114507 (2024).
- M. Marczenko, M. Szymański, and G. Kovács, Challenges in locating the QCD critical point via constant entropy density contours, Phys. Rev. D 112, 034019 (2025).
- V. Vovchenko, D. V. Anchishkin, and M. I. Gorenstein, Hadron resonance gas equation of state from lattice QCD, Phys. Rev. C 91, 024905 (2015).
- V. Vovchenko, D. V. Anchishkin, and M. I. Gorenstein, Particle number fluctuations for the van der Waals equation of state, J. Phys. A 48, 305001 (2015).
- V. Vovchenko, A. Pasztor, Z. Fodor, S. D. Katz, and H. Stoecker, Repulsive baryonic interactions and lattice QCD observables at imaginary chemical potential, Phys. Lett. B 775, 71 (2017).
- M. Buballa, NJL model analysis of quark matter at large density, Phys. Rep. 407, 205 (2005).
- Y. Lu, F. Gao, Y.-x. Liu, and J. M. Pawlowski, Finite density signatures of confining and chiral dynamics in QCD thermodynamics and fluctuations of conserved charges, Phys. Rev. D 113, 054019 (2026).
- R. Hagedorn and J. Ranft, Statistical thermodynamics of strong interactions at high-energies. 2. Momentum spectra of particles produced in pp-collisions, Nuovo Cimento Suppl. 6, 169 (1968).
- J. S. San Martin, R. Hirayama, J. Hammelmann, J. M. Karthein, P. Parotto, J. Noronha-Hostler, C. Ratti, and H. Elfner, Thermodynamics of an updated hadronic resonance list and influence on hadronic transport, arXiv:2309.01737.
- V. Vovchenko and H. Stoecker, thermal-fist: A package for heavy-ion collisions and hadronic equation of state, Comput. Phys. Commun. 244, 295 (2019).
- D. H. Rischke, M. I. Gorenstein, H. Stoecker, and W. Greiner, Excluded volume effect for the nuclear matter equation of state, Z. Phys. C 51, 485 (1991).
- L. M. Satarov, V. Vovchenko, P. Alba, M. I. Gorenstein, and H. Stoecker, New scenarios for hard-core interactions in a hadron resonance gas, Phys. Rev. C 95, 024902 (2017).
- V. Vovchenko, M. I. Gorenstein, and H. Stoecker, van der Waals interactions in hadron resonance gas: From nuclear matter to lattice QCD, Phys. Rev. Lett. 118, 182301 (2017).
- J. M. Karthein, V. Koch, C. Ratti, and V. Vovchenko, Constraining the hadronic spectrum and repulsive interactions in a hadron resonance gas via fluctuations of conserved charges, Phys. Rev. D 104, 094009 (2021).
- V. Vovchenko, A. Motornenko, P. Alba, M. I. Gorenstein, L. M. Satarov, and H. Stoecker, Multicomponent van der Waals equation of state: Applications in nuclear and hadronic physics, Phys. Rev. C 96, 045202 (2017).
- V. Vovchenko, D. V. Anchishkin, and M. I. Gorenstein, Van der Waals equation of state with fermi statistics for nuclear matter, Phys. Rev. C 91, 064314 (2015).
- V. Vovchenko, J. Steinheimer, O. Philipsen, A. Pasztor, Z. Fodor, S. D. Katz, and H. Stoecker, Lattice-based QCD equation of state at finite baryon density: Cluster expansion model, Nucl. Phys. A982, 859 (2019).
- R. Bellwied, S. Borsanyi, Z. Fodor, S. D. Katz, A. Pasztor, C. Ratti, and K. K. Szabo, Fluctuations and correlations in high temperature QCD, Phys. Rev. D 92, 114505 (2015).
- V. Vovchenko, J. Steinheimer, O. Philipsen, and H. Stoecker, QCD equation of state at finite baryon density with fugacity expansion, Proc. Sci. CORFU2018 (2019) 199 [arXiv:1905.01031].
- T. Hatsuda and T. Kunihiro, QCD phenomenology based on a chiral effective Lagrangian, Phys. Rep. 247, 221 (1994).
- R. Rougemont, J. Grefa, M. Hippert, J. Noronha, J. Noronha-Hostler, I. Portillo, and C. Ratti, Hot QCD phase diagram from holographic Einstein–Maxwell–Dilaton models, Prog. Part. Nucl. Phys. 135, 104093 (2024).
- S. S. Gubser, A. Nellore, S. S. Pufu, and F. D. Rocha, Thermodynamics and bulk viscosity of approximate black hole duals to finite temperature quantum chromodynamics, Phys. Rev. Lett. 101, 131601 (2008).
- O. DeWolfe, S. S. Gubser, and C. Rosen, A holographic critical point, Phys. Rev. D 83, 086005 (2011).
- O. DeWolfe, S. S. Gubser, and C. Rosen, Dynamic critical phenomena at a holographic critical point, Phys. Rev. D 84, 126014 (2011).
- R. Critelli, J. Noronha, J. Noronha-Hostler, I. Portillo, C. Ratti, and R. Rougemont, Critical point in the phase diagram of primordial quark-gluon matter from black hole physics, Phys. Rev. D 96, 096026 (2017).
- J. Grefa, J. Noronha, J. Noronha-Hostler, I. Portillo, C. Ratti, and R. Rougemont, Hot and dense quark-gluon plasma thermodynamics from holographic black holes, Phys. Rev. D 104, 034002 (2021).
- J. Knaute, R. Yaresko, and B. Kämpfer, Holographic QCD phase diagram with critical point from Einstein–Maxwell-dilaton dynamics, Phys. Lett. B 778, 419 (2018).
- R.-G. Cai, S. He, L. Li, and Y.-X. Wang, Probing QCD critical point and induced gravitational wave by black hole physics, Phys. Rev. D 106, L121902 (2022).
- Z. Li, J. Liang, S. He, and L. Li, Holographic study of higher-order baryon number susceptibilities at finite temperature and density, Phys. Rev. D 108, 046008 (2023).
- Y.-Q. Zhao, S. He, D. Hou, L. Li, and Z. Li, Phase structure and critical phenomena in two-flavor QCD by holography, Phys. Rev. D 109, 086015 (2024).
- X. Chen and M. Huang, Machine learning holographic black hole from lattice QCD equation of state, Phys. Rev. D 109, L051902 (2024).
- Q. Fu, S. He, L. Li, and Z. Li, Revisiting holographic model for thermal and dense QCD with a critical point, J. High Energy Phys. 06 (2025) 221.
- B. Chen, X. Chen, X. Li, Z.-R. Zhu, and K. Zhou, Exploring transport properties of quark-gluon plasma in flavor-dependent systems with a holographic model, Phys. Rev. D 111, 086033 (2025).
- N. Jokela, M. Järvinen, and A. Piispa, Refining holographic models of the quark-gluon plasma, Phys. Rev. D 110, 126013 (2024).
- C. Wetterich, Exact evolution equation for the effective potential, Phys. Lett. B 301, 90 (1993).
- W.-j. Fu, QCD at finite temperature and density within the fRG approach: an overview, Commun. Theor. Phys. 74, 097304 (2022).
- S. Borsanyi, Z. Fodor, C. Hoelbling, S. D. Katz, S. Krieg, and K. K. Szabo, Full result for the QCD equation of state with flavors, Phys. Lett. B 730, 99 (2014).
- M. Luzum and P. Romatschke, Conformal Relativistic Viscous Hydrodynamics: Applications to RHIC results at , Phys. Rev. C 78, 034915 (2008); 79, 039903(E) (2009).
- P. Carzon, M. Martinez, J. Noronha-Hostler, P. Plaschke, S. Schlichting, and M. Sievert, Pre-equilibrium evolution of conserved charges with initial conditions in the ICCING Monte Carlo event generator, Phys. Rev. C 108, 064905 (2023).
- R. Kumar et al. (MUSES Collaboration), Theoretical and experimental constraints for the equation of state of dense and hot matter, Living Rev. Relativity 27, 3 (2024).
- T. Dore, J. Noronha-Hostler, and E. McLaughlin, Far-from-equilibrium search for the QCD critical point, Phys. Rev. D 102, 074017 (2020).
- M. Stephanov and Y. Yin, Hydrodynamics with parametric slowing down and fluctuations near the critical point, Phys. Rev. D 98, 036006 (2018).
- S. Jeon and U. Heinz, Introduction to hydrodynamics, Int. J. Mod. Phys. E 24, 1530010 (2015).
- I. A. Karpenko, P. Huovinen, H. Petersen, and M. Bleicher, Estimation of the shear viscosity at finite net-baryon density from collision data at , Phys. Rev. C 91, 064901 (2015).
- C. Gale, S. Jeon, B. Schenke, P. Tribedy, and R. Venugopalan, Event-by-event anisotropic flow in heavy-ion collisions from combined Yang-Mills and viscous fluid dynamics, Phys. Rev. Lett. 110, 012302 (2013).
- J. Steinheimer and J. Randrup, Spinodal density enhancements in simulations of relativistic nuclear collisions, Phys. Rev. C 87, 054903 (2013).
- J. Steinheimer, J. Randrup, and V. Koch, Non-equilibrium phase transition in relativistic nuclear collisions: Importance of the equation of state, Phys. Rev. C 89, 034901 (2014).
- S. Floerchinger and M. Martinez, Fluid dynamic propagation of initial baryon number perturbations on a Bjorken flow background, Phys. Rev. C 92, 064906 (2015).
- R. Folk and G. Moser, Critical sound in fluids and mixtures, Condens. Matter Phys. 2, 243 (1999).
- A. Onuki, Phase Transition Dynamics (Cambridge University Press, Cambridge, England, 2002).
- J. Günther, R. Bellwied, S. Borsanyi, Z. Fodor, S. D. Katz, A. Pasztor, and C. Ratti, The QCD equation of state at finite density from analytical continuation, EPJ Web Conf. 137, 07008 (2017).
- M. S. Pradeep, N. Sogabe, M. Stephanov, and H.-U. Yee, Nonmonotonic specific entropy on the transition line near the QCD critical point, Phys. Rev. C 109, 064905 (2024).
- F. Wunderlich, R. Yaresko, and B. Kampfer, Arguing on entropic and enthalpic first-order phase transitions in strongly interacting matter, J. Mod. Phys. 7, 852 (2016).
- W.-j. Fu, J. M. Pawlowski, and F. Rennecke, Strangeness neutrality and QCD thermodynamics, SciPost Phys. Core 2, 002 (2020).
- A. Lysenko, M. I. Gorenstein, R. Poberezhniuk, and V. Vovchenko, Chemical freeze-out curve in heavy-ion collisions and the QCD critical point, Phys. Rev. C 111, 054903 (2025).
- C.-N. Yang and T. D. Lee, Statistical theory of equations of state and phase transitions. 1. Theory of condensation, Phys. Rev. 87, 404 (1952).
- T. D. Lee and C. N. Yang, Statistical theory of equations of state and phase transitions. II. Lattice gas and Ising model, Phys. Rev. 87, 410 (1952).
- Z.-Y. Wan, Y. Lu, F. Gao, and Y.-X. Liu, Lee–Yang edge singularities in QCD via the Dyson–Schwinger equations, Eur. Phys. J. C 84, 899 (2024).
- D. A. Clarke, H. T. Ding, J. B. Gu, S. T. Li, S. Mukherjee, P. Petreczky, C. Schmidt, H. T. Shu, and K. F. Ye, QCD crossover at low temperatures from Lee-Yang edge singularity, arXiv:2601.04782.
- O. Savchuk, V. Vovchenko, R. V. Poberezhnyuk, M. I. Gorenstein, and H. Stoecker, Traces of the nuclear liquid-gas phase transition in the analytic properties of hot QCD, Phys. Rev. C 101, 035205 (2020).
- G. Basar, Universality, Lee-Yang singularities, and series expansions, Phys. Rev. Lett. 127, 171603 (2021).
- Z.-s. Zhang, Y. Lu, and Y.-x. Liu, Lee-Yang edge singularities in a nonlocal Nambu–Jona-Lasinio model, Phys. Rev. D 113, 074021 (2026).
- V. V. Skokov, Two lectures on Yang-Lee edge singularity and analytic structure of QCD equation of state, SciPost Phys. Lect. Notes 91, 1 (2025).
- V. Koch and V. Vovchenko, Exploring the QCD phase diagram through correlations and fluctuations, 10.1140/epjs/s11734-026-02307-w (2025).
- H. Shah and V. Vovchenko, Lattice-based equation of state with a critical point from constant entropy contours and its comparison to effective QCD approaches, https://zenodo.org/records/21286187 (2026).