Check: good agreement with the -expansion at fixed
At larger : steepens, turns vertical at the CP, then S‑shaped
-expansion: Borsanyi et al., PRL 126, 232001 (2021)
✅ Effective theories (holographic BH model, fRG–DSE): extrapolated CP is within 10% of the true one [Shah et al., PRD 114, 034501 (2026)]
⚠️ Ideal HRG: spurious CP at (80, 830) MeV from the extrapolation [Marczenko et al., PRD 112, 034019 (2025)]
⚠️ The critical structure is conditional on the contour expansion (truncation uncertainty not included)
A four-dimensional QCD EoS from entropy contours
Gyure, Shah, Formaggio, Di Clemente, Hippert, Ratti, VV, arXiv:2610.20806
Spherical coordinates in [Abuali et al., PRD 112, 054502 (2025)]
Each direction: expansion in with directional susceptibility
, . Input is now all six second-order susceptibilities of lattice QCD at
CP → critical surface: one CP per direction [Shah et al., arXiv:2606.28282]
Integrate over → , the full 4D EoS
Heavy-ion collisions: , → a 2D slice,
Qualitatively expected near a CP, here predicted:
diverges
changes sign
: peak and dip
Black lines: chemical freeze-out
Candidate critical region
Pure : MeV
Heavy-ion: MeV
MeV, MeV
Freeze-out passes below the CP, closest at GeV
CP estimates from recent literature:
*YLE-1: D.A. Clarke et al. (Bielefeld-Parma), PRD 112, L091504 (2025)
*YLE-2: G. Basar, PRC 110, 015203 (2024)
BHE: M. Hippert et al., PRD 110, 094006 (2024)
fRG: W.-J. Fu et al., PRD 101, 054032 (2020)
DSE/fRG: F. Gao, J. Pawlowski, PLB 820, 136584 (2021)
DSE: P.J. Gunkel et al., PRD 104, 054022 (2021)
VQCD: C. Ecker et al., PRD 113, L041302 (2026)
*not shown in the plot
Most estimates are for pure ()
Optimist’s view: Different estimates converge onto the same region because QCD CP is likely there
Pessimist’s view: Different estimates converge onto the same region because it’s the closest not yet ruled out by LQCD
⚠️This is a candidate region subject to validity of the expansion (other estimates listed here have their own caveats). More rigorous constraints determine exclusion regions [Borsanyi et al., PRD 112, L111505 (2025)].
Gyure et al., arXiv:2610.20806
Equilibrium expectations along the freeze-out line
Gyure et al., arXiv:2610.20806
Strong non-monotonic below GeV, where freeze-out passes closest to the CP
Similar non-monotonic behavior in functional QCD: fRG [Fu et al., PRD 111, L031502 (2025), Zhao et al., arXiv:2607.26912] and DSE [Lu, Gao, Liu, Pawlowski, PRD 113, 054019 (2026)]
Experiments measure proton cumulants in momentum acceptance within an expanding system with fixed total baryon number. How do we confront these predictions with data?
Bayesian inference of baryon number susceptibilities from RHIC data
G. Pihan, R. Poberezhniuk, V. A. Kuznietsov, VV, arXiv:2608.10238
R. Poberezhniuk, V. A. Kuznietsov, G. Pihan, VV, JHEP 10 (2026) 080 (SAM-3.0)
What RHIC measures: net-proton cumulants
Net-proton cumulant ratios
STAR, PRL 135, 142301 (2025)
Hydro EV: VV, V. Koch, C. Shen, Phys. Rev. C 105, 014904 (2022)
See also: A. Pandav’s talk
Agreement with the non-critical baseline above GeV
Deviations at lower energies
Factorial cumulants show more structure
Proton factorial cumulant ratios
STAR, PRL 135, 142301 (2025)
Factorial cumulants : integrated -particle correlations, zero for Poisson
subtract the lower order correlations that ordinary cumulants mix in, e.g.:
⚠️
here: ordinary, factorial (STAR: )
Plugs: M. Arslandok, QM2025
Theory vs experiment
theory:
experiment: proton cumulants
hydro background
event selection
baryons → protons
track reconstruction
acceptance
efficiency correction
conservation
purity
CBWC
Obstacles between and the data:
expanding, nonuniform fireball
baryons → (anti)protons (or apples vs oranges)
kinematic acceptance
exact baryon conservation
Hydro EV: a non-critical baseline with all four effects included for excluded-volume hadron gas [VV, Koch, Shen, PRC 105, 014904 (2022)]
Here we develop this chain for any
MEME: the complete forward framework
MEME = Maximum Entropy Method Extended
Input: hydro background with any at freeze-out Output: canonical cumulants of accepted (net-)protons
Problem: the EoS fixes fluctuations of net baryon number, . Particlization needs joint cumulants of hadron numbers, in this case baryons () and antibaryons (). The alone does not fix these.
Maximum entropy freeze-out: the least-biased particle correlations that reproduce the hydrodynamic ones [Pradeep, Stephanov, PRL 130, 162301 (2023), Karthein et al., PRD 113, 074010 (2026)]
Reference: ideal HRG matched to the local , (Skellam),
MaxEnt (linearized), in each cell:
: shares of (anti)baryons
irreducible deviation from the reference
Second order: . Higher orders: , … (, full relations in backup)
Used here: local net-baryon density fluctuations only, Boltzmann baryons and antibaryons, ideal HRG reference, independent cells (GCE). The MaxEnt formalism itself allows arbitrary hydrodynamic fields and particle species.
See also: G. Başar’s talk
Pihan et al., arXiv:2608.10238
Baryon-to-proton mapping and kinematic acceptance
Each particlization cell :
MaxEnt: → baryons and antibaryons
Baryons → protons: isospin randomization and decays, proton fraction from the ideal HRG [Kitazawa, Asakawa, PRC 85, 021901 (2012)]
Acceptance: probability that a particle from cell lands in , GeV/, from the Cooper–Frye formula (thermal emission from the moving cell) [VV, Koch, Shen, PRC 105, 014904 (2022)]
: ,
→ joint cumulants , , summed over the hypersurface
Binomial thinning progressively dilutes each order:
Pihan et al., arXiv:2608.10238
SAM-3.0: exact global baryon conservation
Hydro cells are grand canonical. The total is fixed in every event.
Conservation adds a balancing correlation spread over the whole system
SAM-3.0 (subensemble acceptance method): joint cumulants in, cumulants of at fixed out (saddle point), e.g.
Two-point correlator of baryon density (uniform system)
direct sampling
GCE + SAM-3.0
GCE
GCE + UrQMD
B-CE
BQS-CE
BQS-CE + UrQMD
Validation: GCE + SAM-3.0 (symbols) reproduces direct canonical sampling (lines) on a 27 GeV Au-Au hydro surface, with and without UrQMD
In this pipeline:global conservation only, without , or local conservation
Large-system (saddle-point) result, checked against exact sampling
DataSTAR 0–5% Au+Au, GeV: proton , , or net-proton , , Modelfixed MUSIC hydro per energy ( GeV/fm), uniform on the hypersurface → effective averagesPriorsflat: , , LikelihoodGaussian, stat and sys errors added in quadratureInferencefit through the forward model
Well constrained: , little correlated with higher orders
Weakly constrained: and
Pihan et al., arXiv:2608.10238
Main result: second-order baryon susceptibility
Tight constraints: 3–9% on (68% intervals, for fixed hydro and freeze-out setup). The proton and net-proton fits agree at every energy, the latter retains more statistical precision
Energy dependence: below the HRG reference from 11.5 to 200 GeV, then a pronounced rise toward 7.7 GeV, with central values slightly above it ()
Pihan et al., arXiv:2608.10238
Interpreting the second-order response
attraction
vdW:
attraction-only mean field,
repulsion
EV:
excluded-volume limit,
11.5–200 GeV: suppression consistent with repulsive baryon interactions, as in Hydro EV [VV, Koch, Shen, PRC 105, 014904 (2022)]
7.7 GeV: a pronounced rise, slightly above the reference. Onset of attraction at large ? Possible connection to criticality remains to be established. [see also Friman, Redlich, Rustamov, JHEP 07, 020 (2026)]
Interpretation relative to the ideal HRG reference
Pihan et al., arXiv:2608.10238
Absolute vs lattice-based expectations
Lattice-based along the chemical freeze-out line [VV, Begun, Gorenstein, PRC 93, 064906 (2016)]
with from the ideal HRG (QMHRG2020 list) [Bollweg et al., PRD 104, 074512 (2021)]
Quantitative agreement with the lattice-based EoS at MeV
Above the lattice-based EoS at larger , up to 50% at 7.7 GeV
⚠️ Caveats:
Absolute scale depends on the hadron list
Fluctuations frozen at chemical freeze-out
4D-TExS: truncation uncertainty not included
No volume, initial-state or stopping fluctuations
4D-TExS: Abuali et al., PRD 112, 054502 (2025)
HotQCD: Bollweg et al., PRD 105, 074511 (2022)
Pihan et al., arXiv:2608.10238
Higher orders
Pihan et al., arXiv:2608.10238
Large uncertainties at higher orders: baryons → protons and acceptance dilute higher-order signals, similar to an efficiency loss. Exact baryon conservation adds correlations and mixes the orders.
Largest deviation: at 19.6 GeV (net-), a local preference for negative values
Both the Skellam baseline and a critical-point-like non-monotonic remain possible within the uncertainties
Nonmonotonic from two-baryon correlations
Minimal scenario: only irreducible two-baryon correlations,
Ordinary higher susceptibilities are still induced by two-baryon correlations: ,
Grand canonical:
Exact conservation alone (Skellam): monotonic
Adding the energy dependence of :the peak near 11 GeV
Preliminary: factorial cumulants from a forward pipeline
Preliminary: G. Pihan, T. Polednicek
Proton factorial cumulants, 0–5% Au+Au ( in STAR’s notation).
inputs:ideal HRG and constant entropy contours (with CP)
: the curves separate below 20 GeV. The entropy-contour EoS rises and peaks at 9.2 GeV, and ideal HRG stays monotonic.
Model uncertainties still to be added
STAR: PRL 135, 142301 (2025) and PRL 126, 092301 (2021)
Mean- correlations: a complementary probe
in %, charged particles, , GeV/
STAR, PRL 137, 132301 (2026)
Preliminary
Preliminary: G. Pihan, T. Polednicek
Reichert et al. (2026)
Mean- fluctuations may reflect event-by-event temperature fluctuations [Stodolsky, PRL 75, 1044 (1995)]
STAR 0–5%: non-monotonic (), minimum near 7.7 GeV
DynFlu (dynamic fluidization): a sizable effect [Góes-Hirayama et al., PRC 113, 044906 (2026)]
Our calculations show it can constrain the dynamics at lower energies, which may also help for cumulants
Conclusions
The entropy-contour construction now gives a full 4D QCD EoS with a critical surface, predictions under heavy-ion charge constraints
MEME pipeline connects susceptibilities to measured proton fluctuations. The RHIC Bayesian analysis constrains the second-order baryon response most strongly: suppressed over most of the collider range, then a pronounced rise to a slight excess at 7.7 GeV.
Together with baryon conservation, this energy dependence of also describes the non-monotonic . Higher-order susceptibility constraints remain weak.
Outlook: quantitative tests toward lower energies and complementary observables, including mean- correlations, with the relevant dynamical and event-by-event ingredients
Proton factorial cumulants (● STAR 0–5%) and the 68% band of the fit to these data
Net-proton cumulants (● STAR 0–5%) and the 68% band of the fit to these data
Pihan et al., arXiv:2608.10238
Proton vs net-proton analyses: a cross-check
Consistent within uncertainties. Both fits use the same events and model, so this is a consistency check. The net-proton fit is more precise at high (antiprotons).
Pihan et al., arXiv:2608.10238
Proton factorial cumulants: fit (blue band), prediction from the net-proton fit (dashed)
Net-proton cumulants: fit (red band), prediction from the factorial-cumulant fit (dashed)
Two-baryon scenario: stage by stage
Each stage (protons, acceptance, conservation) changes substantially. Only the full chain describes the data.
With the GCE , vanish. The measured signals come from exact conservation.
Pihan et al., arXiv:2608.10238
Higher orders: extraction vs the entropy-contour EoS
With these uncertainties, anything from the baseline to the EoS with a critical point is allowed (net-proton fit shown)
EoS: Gyure et al., arXiv:2610.20806. Points: Pihan et al., arXiv:2608.10238
Attraction vs repulsion
Friman, Redlich, Rustamov, JHEP 07, 020 (2026)
Recently, attractive and repulsive interactions implemented through a potential in rapidity
repulsion
attraction
GeV
GeV
Interplay of repulsive (high ) and attractive (low ) interactions?
RHIC-BES-II data including STAR-FXT
Z. Sweger (STAR), QM2025
Continues the trends seen at lowest collider energies, in a fairly dramatic fashion
UrQMD (cascade) describes reasonably well the qualitative features
Dominance of non-critical effects (centrality selection and spectators)?
The (possible) culprit
/centrality selection
(fm)
Other challenges: Antiproton puzzle (not described by hydro)
Adapted from V. Koch, ERICE2025
Bzdak, Koch, VV, PRC 112, 024901 (2025)
Interplay with nuclear liquid-gas transition
HRG with attractive and repulsive interactions among baryons
VV, Gorenstein, Stoecker, Phys. Rev. Lett. 118, 182301 (2017)
Floerchinger, Wetterich, NPA (2012)
Mukherjee, Steinheimer, Schramm, PRC (2017)
Fukushima, PRC (2014)
Sorensen, Koch, PRC (2020)
Increasingly relevant at lower energies probed through RHIC-FXT
Effect of the hadronic phase
Sample ideal HRG model at particlization with exact conservation of baryon number using Thermal-FIST and run through hadronic afterburner UrQMD
Hydro EV: Non-critical hydro baseline at RHIC-BES
VV, V. Koch, C. Shen, Phys. Rev. C 105, 014904 (2022)