Thermodynamics and transport in holographic QCD with Gauss-Bonnet corrections
Pith reviewed 2026-05-25 03:50 UTC · model grok-4.3
The pith
Dilaton-dependent Gauss-Bonnet coupling produces non-monotonic shear viscosity and a critical endpoint in holographic QCD.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
When the Gauss-Bonnet coupling is allowed to depend on the dilaton, a non-monotonic η/s and a peaked ζ/s are obtained while maintaining agreement with thermodynamic constraints. The resulting phase diagram contains a critical end point in a phenomenologically relevant region.
What carries the argument
Dilaton-dependent Gauss-Bonnet coupling term in the five-dimensional gravity action, which enters the linearized fluctuation equations used to compute the shear and bulk viscosities.
If this is right
- The equation of state at finite baryon chemical potential continues to match lattice results.
- The phase diagram develops a critical endpoint at moderate temperature and chemical potential.
- The shear viscosity to entropy ratio becomes non-monotonic in the crossover region.
- The bulk viscosity to entropy ratio develops a peak near the transition temperature.
Where Pith is reading between the lines
- If the dilaton dependence is retained, similar functional forms could be tested in other holographic models that incorporate higher-curvature terms.
- Heavy-ion collision data on elliptic flow and particle spectra could provide an independent check on the predicted non-monotonic viscosity behavior.
- The location of the critical endpoint offers a concrete target for future lattice simulations that extrapolate to finite density.
Load-bearing premise
A dilaton-dependent form for the Gauss-Bonnet coupling can be introduced without violating holographic consistency while still allowing all parameters to be fixed solely by lattice thermodynamics data.
What would settle it
A lattice QCD computation that finds strictly monotonic η/s near the crossover at finite chemical potential, or that finds no critical endpoint in the temperature-chemical potential region predicted by the model, would falsify the central claim.
read the original abstract
Thermodynamics and transport are investigated in a holographic QCD model that extends the Einstein--Maxwell--Dilaton framework by incorporating Gauss--Bonnet corrections. Model parameters are fixed using state-of-the-art lattice QCD thermodynamics. The analysis then examines the equation of state at zero and finite baryon chemical potential, the phase structure in the temperature and chemical potential plane, as well as the shear and bulk viscosity to entropy ratios, $\eta/s$ and $\zeta/s$, via the corresponding fluctuation equations. For a constant Gauss--Bonnet coupling, the model preserves a reasonable description of the equation of state and generates a temperature-dependent $\eta/s$, although the resulting profile remains monotonic near the crossover region, which does not satisfy the phenomenological expectation. When the Gauss--Bonnet coupling is allowed to depend on the dilaton, a non-monotonic $\eta/s$ and a peaked $\zeta/s$ are obtained while maintaining agreement with thermodynamic constraints. The resulting phase diagram contains a critical end point in a phenomenologically relevant region.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript extends the Einstein-Maxwell-Dilaton holographic QCD model by adding Gauss-Bonnet corrections. Parameters are stated to be fixed to lattice QCD thermodynamics at zero and finite density. For constant Gauss-Bonnet coupling the equation of state is reproduced and a monotonic temperature-dependent η/s is obtained. Allowing the Gauss-Bonnet coupling to depend on the dilaton produces a non-monotonic η/s, a peaked ζ/s, and a critical endpoint in the T-μ plane at phenomenologically relevant values, while thermodynamic agreement is maintained.
Significance. If the central results hold, the work would supply a holographic construction that simultaneously matches lattice thermodynamics and yields transport ratios whose temperature dependence near the crossover aligns with phenomenological expectations, including a critical endpoint. Explicit use of lattice data to constrain the model is a positive feature.
major comments (2)
- [model construction paragraph] Model construction paragraph (and abstract): the dilaton-dependent Gauss-Bonnet coupling λ(φ) is introduced to obtain the reported non-monotonic η/s. The manuscript does not demonstrate that |λ(φ(r))| ≤ 1/4 holds at every radial coordinate for the background solutions used to fit the lattice data. Without this check the fluctuation equations employed for η/s and ζ/s may be ill-posed, rendering the transport results invalid.
- [abstract] Abstract and results section: the claim that parameters are fixed solely by lattice thermodynamics is not accompanied by quantitative fits, χ² values, error bands, or comparisons against alternative functional forms for λ(φ). This leaves the uniqueness of the dilaton-dependent choice and the robustness of the critical-endpoint location unverified.
minor comments (1)
- The explicit functional form chosen for λ(φ) and the numerical values of all fitted parameters should be stated in a dedicated table or equation for reproducibility.
Simulated Author's Rebuttal
We thank the referee for the careful reading and constructive comments on our manuscript. We address each major point below and will revise the manuscript accordingly to strengthen the presentation while preserving the core results.
read point-by-point responses
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Referee: Model construction paragraph (and abstract): the dilaton-dependent Gauss-Bonnet coupling λ(φ) is introduced to obtain the reported non-monotonic η/s. The manuscript does not demonstrate that |λ(φ(r))| ≤ 1/4 holds at every radial coordinate for the background solutions used to fit the lattice data. Without this check the fluctuation equations employed for η/s and ζ/s may be ill-posed, rendering the transport results invalid.
Authors: We agree that an explicit verification of the bound |λ(φ(r))| ≤ 1/4 is necessary for the validity of the fluctuation analysis. In the revised version we will add a dedicated paragraph (with a supplementary figure) confirming that this inequality is satisfied throughout the radial domain for all background solutions employed in the lattice fits and transport calculations. This check has been performed and holds for the reported parameter values. revision: yes
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Referee: Abstract and results section: the claim that parameters are fixed solely by lattice thermodynamics is not accompanied by quantitative fits, χ² values, error bands, or comparisons against alternative functional forms for λ(φ). This leaves the uniqueness of the dilaton-dependent choice and the robustness of the critical-endpoint location unverified.
Authors: We accept that quantitative fit diagnostics would improve transparency. The revision will include χ² values for the zero- and finite-density thermodynamic fits, representative error bands on the equation of state, and a short comparison of the dilaton-dependent λ(φ) against a constant-λ baseline and one alternative functional form. These additions will support the robustness of the critical-endpoint location while retaining the statement that lattice thermodynamics remains the primary constraint. revision: yes
Circularity Check
Dilaton-dependent Gauss-Bonnet coupling chosen to produce non-monotonic η/s by construction
specific steps
-
fitted input called prediction
[Abstract]
"When the Gauss--Bonnet coupling is allowed to depend on the dilaton, a non-monotonic η/s and a peaked ζ/s are obtained while maintaining agreement with thermodynamic constraints."
The dilaton dependence is introduced precisely because the constant-coupling case yields only monotonic η/s that fails phenomenological expectations. The non-monotonic result is therefore produced by the chosen functional form of λ(φ) rather than derived independently from the thermodynamic fit.
full rationale
The model parameters are fixed solely from lattice thermodynamics data. With constant GB coupling the resulting η/s remains monotonic. The paper then allows λ to depend on the dilaton specifically to obtain the non-monotonic η/s and peaked ζ/s that match phenomenological expectations while still agreeing with the same thermodynamic constraints. This functional choice directly generates the reported transport profiles rather than predicting them from independent inputs, satisfying the fitted-input-called-prediction pattern.
Axiom & Free-Parameter Ledger
free parameters (2)
- Gauss-Bonnet coupling strength and its dilaton dependence
- Dilaton potential and Maxwell coupling parameters
axioms (2)
- domain assumption The AdS/CFT correspondence maps the gravity theory with Gauss-Bonnet corrections to a QCD-like field theory
- standard math Linearized fluctuation equations around the black-brane background correctly yield the shear and bulk viscosities
invented entities (1)
-
Dilaton-dependent Gauss-Bonnet coupling function
no independent evidence
Reference graph
Works this paper leans on
-
[1]
Gross and F
D.J. Gross and F. Wilczek,Ultraviolet Behavior of Nonabelian Gauge Theories,Phys. Rev. Lett.30(1973) 1343
1973
-
[2]
Politzer,Reliable Perturbative Results for Strong Interactions?,Phys
H.D. Politzer,Reliable Perturbative Results for Strong Interactions?,Phys. Rev. Lett.30 (1973) 1346
1973
-
[3]
Wilson,Confinement of Quarks,Phys
K.G. Wilson,Confinement of Quarks,Phys. Rev. D10(1974) 2445
1974
- [4]
- [5]
-
[6]
Pasztor,The QCD phase diagram at finite temperature and density - a lattice perspective, PoSLA TTICE2023(2024) 108
A. Pasztor,The QCD phase diagram at finite temperature and density - a lattice perspective, PoSLA TTICE2023(2024) 108
2024
-
[7]
Nagata,Finite-density lattice QCD and sign problem: Current status and open problems, Prog
K. Nagata,Finite-density lattice QCD and sign problem: Current status and open problems, Prog. Part. Nucl. Phys.127(2022) 103991 [2108.12423]
-
[8]
Fluctuations of conserved charges in relativistic heavy ion collisions: An introduction
M. Asakawa and M. Kitazawa,Fluctuations of conserved charges in relativistic heavy ion collisions: An introduction,Prog. Part. Nucl. Phys.90(2016) 299 [1512.05038]
work page internal anchor Pith review Pith/arXiv arXiv 2016
-
[9]
X. An et al.,The BEST framework for the search for the QCD critical point and the chiral magnetic effect,Nucl. Phys. A1017(2022) 122343 [2108.13867]
-
[10]
Adel and T
A. Adel and T. Alharbi,Quantitative analysis of the fusion cross sections using different microscopic nucleus-nucleus interactions,Eur. Phys. J. A53(2017) 1. 1The result (C.33) holds regardless of whetherH(ϕ) is a constant or not. This is because lim r→∞ H(ϕ) = 1 at the UV boundary. – 29 –
2017
-
[11]
Conformal Relativistic Viscous Hydrodynamics: Applications to RHIC results at sqrt(s_NN) = 200 GeV
M. Luzum and P. Romatschke,Conformal Relativistic Viscous Hydrodynamics: Applications to RHIC results at s(NN)**(1/2) = 200-GeV,Phys. Rev. C78(2008) 034915 [0804.4015]
work page internal anchor Pith review Pith/arXiv arXiv 2008
-
[12]
M. Luzum,Elliptic flow at energies available at the CERN Large Hadron Collider: Comparing heavy-ion data to viscous hydrodynamic predictions,Phys. Rev. C83(2011) 044911 [1011.5173]
work page internal anchor Pith review Pith/arXiv arXiv 2011
-
[13]
Quark-Gluon Plasma at RHIC and the LHC: Perfect Fluid too Perfect?
J.L. Nagle, I.G. Bearden and W.A. Zajc,Quark-Gluon Plasma at RHIC and the LHC: Perfect Fluid too Perfect?,New J. Phys.13(2011) 075004 [1102.0680]
work page internal anchor Pith review Pith/arXiv arXiv 2011
-
[14]
The Effect of Shear Viscosity on Spectra, Elliptic Flow, and HBT Radii
D. Teaney,The Effects of viscosity on spectra, elliptic flow, and HBT radii,Phys. Rev. C68 (2003) 034913 [nucl-th/0301099]. [15]Wuppertal-Budapestcollaboration,Is there still anyT c mystery in lattice QCD? Results with physical masses in the continuum limit III,JHEP09(2010) 073 [1005.3508]
work page internal anchor Pith review Pith/arXiv arXiv 2003
-
[15]
Full result for the QCD equation of state with 2+1 flavors
S. Borsanyi, Z. Fodor, C. Hoelbling, S.D. Katz, S. Krieg and K.K. Szabo,Full result for the QCD equation of state with 2+1 flavors,Phys. Lett. B730(2014) 99 [1309.5258]. [17]HotQCDcollaboration,Equation of state in ( 2+1 )-flavor QCD,Phys. Rev. D90(2014) 094503 [1407.6387]
work page internal anchor Pith review Pith/arXiv arXiv 2014
-
[16]
The QCD equation of state from the lattice
O. Philipsen,The QCD equation of state from the lattice,Prog. Part. Nucl. Phys.70(2013) 55 [1207.5999]
work page internal anchor Pith review Pith/arXiv arXiv 2013
-
[17]
A calculation of the bulk viscosity in SU(3) gluodynamics
H.B. Meyer,A Calculation of the bulk viscosity in SU(3) gluodynamics,Phys. Rev. Lett.100 (2008) 162001 [0710.3717]
work page internal anchor Pith review Pith/arXiv arXiv 2008
-
[18]
200 A GeV Au+Au collisions serve a nearly perfect quark-gluon liquid
H. Song, S.A. Bass, U. Heinz, T. Hirano and C. Shen,200 A GeV Au+Au collisions serve a nearly perfect quark-gluon liquid,Phys. Rev. Lett.106(2011) 192301 [1011.2783]
work page internal anchor Pith review Pith/arXiv arXiv 2011
-
[19]
Shear viscosity of strongly coupled N=4 supersymmetric Yang-Mills plasma
G. Policastro, D.T. Son and A.O. Starinets,The Shear viscosity of strongly coupled N=4 supersymmetric Yang-Mills plasma,Phys. Rev. Lett.87(2001) 081601 [hep-th/0104066]
work page internal anchor Pith review Pith/arXiv arXiv 2001
-
[20]
Holography and hydrodynamics: diffusion on stretched horizons
P. Kovtun, D.T. Son and A.O. Starinets,Holography and hydrodynamics: Diffusion on stretched horizons,JHEP10(2003) 064 [hep-th/0309213]
work page internal anchor Pith review Pith/arXiv arXiv 2003
-
[21]
On the Temperature Dependence of the Shear Viscosity and Holography
S. Cremonini, U. Gursoy and P. Szepietowski,On the Temperature Dependence of the Shear Viscosity and Holography,JHEP08(2012) 167 [1206.3581]
work page internal anchor Pith review Pith/arXiv arXiv 2012
-
[22]
Gavin,TRANSPORT COEFFICIENTS IN ULTRARELATIVISTIC HEAVY ION COLLISIONS,Nucl
S. Gavin,TRANSPORT COEFFICIENTS IN ULTRARELATIVISTIC HEAVY ION COLLISIONS,Nucl. Phys. A435(1985) 826
1985
-
[23]
M. Prakash, M. Prakash, R. Venugopalan and G. Welke,Nonequilibrium properties of hadronic mixtures,Phys. Rept.227(1993) 321. [26]JETSCAPEcollaboration,Phenomenological constraints on the transport properties of QCD matter with data-driven model averaging,Phys. Rev. Lett.126(2021) 242301 [2010.03928]. [27]JETSCAPEcollaboration,Multisystem Bayesian constrai...
-
[24]
The Large N Limit of Superconformal Field Theories and Supergravity
J.M. Maldacena,The LargeNlimit of superconformal field theories and supergravity,Adv. Theor. Math. Phys.2(1998) 231 [hep-th/9711200]
work page internal anchor Pith review Pith/arXiv arXiv 1998
-
[25]
Anti De Sitter Space And Holography
E. Witten,Anti de Sitter space and holography,Adv. Theor. Math. Phys.2(1998) 253 [hep-th/9802150]
work page internal anchor Pith review Pith/arXiv arXiv 1998
-
[26]
Gauge Theory Correlators from Non-Critical String Theory
S.S. Gubser, I.R. Klebanov and A.M. Polyakov,Gauge theory correlators from noncritical string theory,Phys. Lett. B428(1998) 105 [hep-th/9802109]. – 30 –
work page internal anchor Pith review Pith/arXiv arXiv 1998
-
[27]
Anti-de Sitter Space, Thermal Phase Transition, And Confinement In Gauge Theories
E. Witten,Anti-de Sitter space, thermal phase transition, and confinement in gauge theories, Adv. Theor. Math. Phys.2(1998) 505 [hep-th/9803131]
work page internal anchor Pith review Pith/arXiv arXiv 1998
- [28]
- [29]
-
[30]
Phase Structure in a Dynamical Soft-Wall Holographic QCD Model
S. He, S.-Y. Wu, Y. Yang and P.-H. Yuan,Phase Structure in a Dynamical Soft-Wall Holographic QCD Model,JHEP04(2013) 093 [1301.0385]
work page internal anchor Pith review Pith/arXiv arXiv 2013
-
[31]
R.-G. Cai, S. He and D. Li,A hQCD model and its phase diagram in Einstein-Maxwell-Dilaton system,JHEP03(2012) 033 [1201.0820]
work page internal anchor Pith review Pith/arXiv arXiv 2012
-
[32]
Dynamic critical phenomena at a holographic critical point
O. DeWolfe, S.S. Gubser and C. Rosen,Dynamic critical phenomena at a holographic critical point,Phys. Rev. D84(2011) 126014 [1108.2029]
work page internal anchor Pith review Pith/arXiv arXiv 2011
- [33]
- [34]
- [35]
- [36]
-
[37]
X. Chen and M. Huang,Machine learning holographic black hole from lattice QCD equation of state,Phys. Rev. D109(2024) L051902 [2401.06417]
- [38]
-
[39]
B. Toniato, D. Dudal, S. Mahapatra, R. da Rocha and S.S. Jena,Holographic QCD model for heavy and exotic mesons at finite density: A self-consistent dynamical approach,Phys. Rev. D111(2025) 126021 [2502.12694]
- [40]
- [41]
- [42]
-
[43]
J.-Y. Shen, X.-Y. Liu, J.-R. Wu, Y.-L. Wu and Z. Fang,Phase structure of 2+1-flavor QCD from an Einstein-dilaton-flavor holographic model,2511.19127
-
[44]
H.-A. Zeng, L. Wang and M. Huang,HoloNet: Toward a Unified Einstein-Maxwell-Dilaton Framework of QCD,2512.06044. – 31 –
work page internal anchor Pith review Pith/arXiv arXiv
-
[45]
M. Jarvinen and T. Mitra,Quark flavors in hot and dense holographic QCD: setup and comparison to data,JHEP03(2026) 210 [2507.08087]
- [46]
-
[47]
I.Y. Aref’eva, A. Hajilou, A. Nikolaev and P. Slepov,Holographic QCD running coupling for light quarks in strong magnetic field,Phys. Rev. D110(2024) 086021 [2407.11924]
-
[48]
I.Y. Aref’eva, A. Hajilou, P. Slepov and M. Usova,Running coupling for holographic QCD with heavy and light quarks: Isotropic case,Phys. Rev. D110(2024) 126009 [2402.14512]
- [49]
- [50]
-
[51]
Shear Viscosity from Effective Couplings of Gravitons
R.-G. Cai, Z.-Y. Nie and Y.-W. Sun,Shear Viscosity from Effective Couplings of Gravitons, Phys. Rev. D78(2008) 126007 [0811.1665]
work page internal anchor Pith review Pith/arXiv arXiv 2008
-
[52]
Holographic Hydrodynamics with a Chemical Potential
R.C. Myers, M.F. Paulos and A. Sinha,Holographic Hydrodynamics with a Chemical Potential,JHEP06(2009) 006 [0903.2834]
work page internal anchor Pith review Pith/arXiv arXiv 2009
-
[53]
Higher derivative effects on eta/s at finite chemical potential
S. Cremonini, K. Hanaki, J.T. Liu and P. Szepietowski,Higher derivative effects on eta/s at finite chemical potential,Phys. Rev. D80(2009) 025002 [0903.3244]
work page internal anchor Pith review Pith/arXiv arXiv 2009
-
[54]
D. Li, S. He and M. Huang,Temperature dependent transport coefficients in a dynamical holographic QCD model,JHEP06(2015) 046 [1411.5332]
work page internal anchor Pith review Pith/arXiv arXiv 2015
-
[55]
Buchel,Holographic Gauss-Bonnet transport,Phys
A. Buchel,Holographic Gauss-Bonnet transport,Phys. Lett. B853(2024) 138666 [2402.16109]
- [56]
-
[57]
T. Apostolidis, U. G¨ ursoy and E. Pr´ eau,Higher derivative holography and temperature dependence of QGP viscosities,JHEP11(2025) 131 [2502.19195]
- [58]
- [59]
-
[60]
Black Hole Entropy is Noether Charge
R.M. Wald,Black hole entropy is the Noether charge,Phys. Rev. D48(1993) R3427 [gr-qc/9307038]
work page internal anchor Pith review Pith/arXiv arXiv 1993
-
[61]
S. Bors´ anyi, Z. Fodor, J.N. Guenther, R. Kara, S.D. Katz, P. Parotto et al.,Lattice QCD equation of state at finite chemical potential from an alternative expansion scheme,Phys. Rev. Lett.126(2021) 232001 [2102.06660]
-
[62]
Phase structure of three and four flavor QCD
C.S. Fischer, J. Luecker and C.A. Welzbacher,Phase structure of three and four flavor QCD, Phys. Rev. D90(2014) 034022 [1405.4762]
work page internal anchor Pith review Pith/arXiv arXiv 2014
-
[63]
F. Gao and J.M. Pawlowski,QCD phase structure from functional methods,Phys. Rev. D 102(2020) 034027 [2002.07500]. – 32 –
- [64]
-
[65]
M. Hippert, J. Grefa, T.A. Manning, J. Noronha, J. Noronha-Hostler, I. Portillo Vazquez et al.,Bayesian location of the QCD critical point from a holographic perspective,Phys. Rev. D110(2024) 094006 [2309.00579]
- [66]
-
[67]
QCD phase transitions via a refined truncation of Dyson-Schwinger equations
F. Gao and Y.-x. Liu,QCD phase transitions via a refined truncation of Dyson-Schwinger equations,Phys. Rev. D94(2016) 076009 [1607.01675]
work page internal anchor Pith review Pith/arXiv arXiv 2016
-
[68]
S.-x. Qin, L. Chang, H. Chen, Y.-x. Liu and C.D. Roberts,Phase diagram and critical endpoint for strongly-interacting quarks,Phys. Rev. Lett.106(2011) 172301 [1011.2876]
work page internal anchor Pith review Pith/arXiv arXiv 2011
-
[69]
Locate QCD Critical End Point in a Continuum Model Study
C. Shi, Y.-L. Wang, Y. Jiang, Z.-F. Cui and H.-S. Zong,Locate QCD Critical End Point in a Continuum Model Study,JHEP07(2014) 014 [1403.3797]
work page internal anchor Pith review Pith/arXiv arXiv 2014
- [70]
-
[71]
Z. Li, K. Xu, X. Wang and M. Huang,The kurtosis of net baryon number fluctuations from a realistic Polyakov–Nambu–Jona-Lasinio model along the experimental freeze-out line,Eur. Phys. J. C79(2019) 245 [1801.09215]
work page internal anchor Pith review Pith/arXiv arXiv 2019
-
[72]
Asakawa and K
M. Asakawa and K. Yazaki,Chiral Restoration at Finite Density and Temperature,Nucl. Phys. A504(1989) 668
1989
-
[73]
Functional renormalization group study of the Quark-Meson model with $\omega$ meson
H. Zhang, D. Hou, T. Kojo and B. Qin,Functional renormalization group study of the quark-meson model withωmeson,Phys. Rev. D96(2017) 114029 [1709.05654]
work page internal anchor Pith review Pith/arXiv arXiv 2017
- [74]
-
[75]
Transport Coefficients of Gluon Plasma
A. Nakamura and S. Sakai,Transport coefficients of gluon plasma,Phys. Rev. Lett.94(2005) 072305 [hep-lat/0406009]
work page internal anchor Pith review Pith/arXiv arXiv 2005
-
[76]
On the Strongly-Interacting Low-Viscosity Matter Created in Relativistic Nuclear Collisions
L.P. Csernai, J.I. Kapusta and L.D. McLerran,On the Strongly-Interacting Low-Viscosity Matter Created in Relativistic Nuclear Collisions,Phys. Rev. Lett.97(2006) 152303 [nucl-th/0604032]
work page internal anchor Pith review Pith/arXiv arXiv 2006
-
[77]
Myers,Higher Derivative Gravity, Surface Terms and String Theory,Phys
R.C. Myers,Higher Derivative Gravity, Surface Terms and String Theory,Phys. Rev. D36 (1987) 392
1987
-
[78]
N. Deruelle, N. Merino and R. Olea,Chern-Weil theorem, Lovelock Lagrangians in critical dimensions and boundary terms in gravity actions,Phys. Rev. D98(2018) 044031 [1803.04741]
work page internal anchor Pith review Pith/arXiv arXiv 2018
-
[79]
F.-L. Juli´ e and E. Berti,Post-Newtonian dynamics and black hole thermodynamics in Einstein-scalar-Gauss-Bonnet gravity,Phys. Rev. D100(2019) 104061 [1909.05258]
-
[80]
Lecture Notes on Holographic Renormalization
K. Skenderis,Lecture notes on holographic renormalization,Class. Quant. Grav.19(2002) 5849 [hep-th/0209067]
work page internal anchor Pith review Pith/arXiv arXiv 2002
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