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Computing Holographic Observables

The previous pages used many holographic answers: entropy densities from horizons, retarded Green functions from infalling waves, conductivities from Kubo formulae, quasinormal modes from source-free fluctuations, and DC transport from horizon data. This page turns those examples into a working algorithm.

The point is not to memorize a dozen recipes. The point is to know what must be specified before a holographic answer is meaningful:

model+state+boundary conditions+renormalization schemeobservable.\text{model} + \text{state} + \text{boundary conditions} + \text{renormalization scheme} \quad\Longrightarrow\quad \text{observable}.

A surprisingly large fraction of mistakes in applied holography are not difficult physics mistakes. They are bookkeeping mistakes: using inconsistent source conventions, forgetting a counterterm, treating a gauge mode as a physical pole, imposing the wrong horizon boundary condition, or reading a DC conductivity from a clean finite-density system where momentum conservation already guarantees a delta function. The workflow below is designed to make those mistakes loud.

Workflow for computing holographic observables

A practical workflow for holographic observables. The UV boundary fixes sources and counterterms. The IR interior fixes regularity, dissipation, or normalizability. The middle of the computation is mostly classical boundary-value analysis: solve the background, linearize, renormalize canonical momenta, and then extract one-point functions, retarded correlators, poles, and transport coefficients.

Throughout this page, dd denotes the boundary spacetime dimension and ds=d1d_s=d-1 the number of boundary spatial dimensions. The bulk dimension is d+1d+1. I use a radial coordinate rr with the boundary at r=0r=0 when discussing asymptotically AdS backgrounds. If your favorite convention puts the boundary at rr\to\infty, invert the radial coordinate and translate powers carefully.

Every holographic calculation starts with an agreement between boundary and bulk data. A bulk field ΦI\Phi^I is dual to a boundary operator OIO_I. The leading asymptotic coefficient is usually a source, and the subleading coefficient is usually a response. The word “usually” is doing real work: gauge fields, metrics, spinors, alternative quantization, multi-trace deformations, anomalies, and logarithmic terms all add details.

At the level of the generating functional, the large-NN classical limit says schematically

ZQFT[JI]=exp ⁣(iddxJIOI)exp ⁣(iSren[ΦclI;JI]).Z_{\rm QFT}[J_I] = \left\langle \exp\!\left(i\int d^d x\,J_I O^I\right)\right\rangle \simeq \exp\!\left(iS_{\rm ren}[\Phi^I_{\rm cl};J_I]\right).

The source is the boundary condition for the classical bulk solution. Functional derivatives of the renormalized on-shell action give expectation values and correlators:

OI(x)=1g(0)δSrenδJI(x),\langle O_I(x)\rangle = \frac{1}{\sqrt{-g_{(0)}}}\frac{\delta S_{\rm ren}}{\delta J_I(x)},

and, around a background state,

GIJR(x,y)=δOI(x)δJJ(y).G^R_{IJ}(x,y) = \frac{\delta \langle O_I(x)\rangle}{\delta J_J(y)}.

This is the whole computation in one line. The rest of the page explains how to make each word precise.

That agreement should answer five questions before any numerics begin.

  1. Which ensemble? Is the chemical potential fixed, or the charge density? Is the boundary metric fixed, or are you varying it? Are you imposing Dirichlet, Neumann, or mixed boundary conditions?
  2. Which state? Is the background a black brane, soliton, domain wall, electron star, probe-brane embedding, striped geometry, or time-dependent geometry?
  3. Which operators? Are you computing TμνT^{\mu\nu}, JμJ^\mu, a scalar order parameter, a fermionic Green function, or a mixed correlator?
  4. Which IR condition? At a Lorentzian horizon, retarded functions use infalling boundary conditions. In Euclidean signature, fields are regular at the cigar tip. In a horizonless geometry, fields are regular or normalizable in the interior.
  5. Which finite terms? Counterterms remove divergences, but finite local counterterms can shift contact terms and susceptibilities. These choices are scheme data, not invisible decorations.

If a result cannot be traced back to these choices, it is not yet a physical result.

Step 1: choose the bulk model and the ensemble

Section titled “Step 1: choose the bulk model and the ensemble”

A flexible bottom-up model for many pages in this group is

Sbulk=12κ2dd+1xg[R12(ϕ)2V(ϕ)Z(ϕ)4FabFabY(ϕ)2I=1ds(ψI)2],S_{\rm bulk} = \frac{1}{2\kappa^2}\int d^{d+1}x\sqrt{-g}\left[ R-\frac{1}{2}(\partial\phi)^2 - V(\phi) -\frac{Z(\phi)}{4}F_{ab}F^{ab} -\frac{Y(\phi)}{2}\sum_{I=1}^{d_s}(\partial\psi_I)^2 \right],

possibly with charged scalars, Chern—Simons terms, higher-derivative terms, or probe branes added. The boundary terms are just as important:

Sren=Sbulk+SGH+Sct+Sfinite.S_{\rm ren}=S_{\rm bulk}+S_{\rm GH}+S_{\rm ct}+S_{\rm finite}.

Here SGHS_{\rm GH} is the Gibbons—Hawking term for a well-posed metric variational problem, SctS_{\rm ct} cancels UV divergences, and SfiniteS_{\rm finite} records scheme choices. For gauge fields or gravity, changing ensemble can require a Legendre transform by adding a boundary term. For example, fixing At(0)=μA_t^{(0)}=\mu is grand canonical. Fixing the electric flux, and therefore the charge density ρ\rho, is canonical.

The model should be read as an effective theory. Its couplings encode operator dimensions, symmetries, anomalies, explicit translation breaking, and relevant deformations. Before solving anything, ask what the dual QFT claim is. A Maxwell field means a conserved global U(1)U(1) current. A bulk scalar with boundary source ϕ(0)\phi_{(0)} means a deformation ϕ(0)O\int \phi_{(0)}O. Linear axions ψI=kxI\psi_I=kx_I mean explicit translation breaking by sources for neutral scalar operators, not literal random impurities. A Chern—Simons term means a boundary anomaly or contact-term structure.

Black-brane equations often have scaling symmetries. Use them deliberately. A common planar ansatz has

ds2=f(r)eχ(r)dt2+dr2f(r)+h(r)dx2,A=At(r)dt.ds^2 = - f(r)e^{-\chi(r)}dt^2 +\frac{dr^2}{f(r)} + h(r)d\vec x^2, \qquad A=A_t(r)dt.

One scaling may set the horizon radius to one during the numerical solve. Another may set the boundary speed of light by requiring χ(0)=0\chi(0)=0. After solving, restore dimensionful quantities using TT, μ\mu, ρ\rho, or the lattice scale. Do not compare dimensionful conductivities or frequencies across solutions until this rescaling is done.

The safest output variables are dimensionless ratios:

ωT,kT1/z,μT,ρdcT,ηs.\frac{\omega}{T},\qquad \frac{k}{T^{1/z}},\qquad \frac{\mu}{T},\qquad \frac{\rho_{\rm dc}}{T},\qquad \frac{\eta}{s}.

The exact powers depend on the scaling geometry.

The background is the state of the boundary system. At finite temperature it is usually a black brane. At zero temperature it may be an extremal horizon, a smooth domain wall, a soliton cap, or a singular scaling region that needs a completion.

A standard static homogeneous problem reduces the bulk equations to ODEs. The integration data are fixed by UV boundary conditions and IR regularity. For a black brane, the horizon r=rhr=r_h is a regular singular point. In Euclidean signature, regularity of the cigar fixes the temperature:

T=eχ(rh)/2f(rh)4π.T=\frac{e^{-\chi(r_h)/2}f'(r_h)}{4\pi}.

The entropy density is

s=14GN,d+1AhVds.s=\frac{1}{4G_{N,d+1}}\frac{A_h}{V_{d_s}}.

For a Maxwell field, the regular Euclidean gauge usually sets

At(rh)=0,μ=At(0)At(rh)=At(0).A_t(r_h)=0, \qquad \mu=A_t(0)-A_t(r_h)=A_t(0).

In Lorentzian signature this condition is best understood as regularity of the one-form A=AtdtA=A_tdt in coordinates smooth at the future horizon.

The near-boundary expansion tells you the thermodynamic variables. In asymptotically AdSd+1_{d+1}, a scalar of mass mm has

Φ(r,x)=rdΔΦ(0)(x)++rΔΦ(2Δd)(x)+,\Phi(r,x) = r^{d-\Delta}\Phi_{(0)}(x) +\cdots +r^\Delta\Phi_{(2\Delta-d)}(x) +\cdots,

with

m2L2=Δ(Δd).m^2L^2=\Delta(\Delta-d).

In standard quantization, Φ(0)\Phi_{(0)} is the source and Φ(2Δd)\Phi_{(2\Delta-d)} determines the vev. If Δd/2\Delta-d/2 is an integer, logarithmic terms can appear; these encode conformal anomalies or running couplings. If the mass lies in the alternative-quantization window, source and vev can be exchanged, possibly with mixed boundary conditions for double-trace deformations.

For a Maxwell field in AdSd+1_{d+1},

At(r)=μ++ρrd2+,A_t(r)=\mu + \cdots + \rho\, r^{d-2}+\cdots,

up to normalization and possible logarithms in special dimensions. More invariantly, the density is the radial electric flux,

ρ=δSrenδAt(0)12κ2gZ(ϕ)Frt.\rho = \frac{\delta S_{\rm ren}}{\delta A_t^{(0)}} \sim -\frac{1}{2\kappa^2}\sqrt{-g}\,Z(\phi)F^{rt}.

For the metric, the Fefferman—Graham expansion gives the boundary metric g(0)μνg_{(0)\mu\nu} and the stress tensor Tμν\langle T_{\mu\nu}\rangle. In practice, many numerical gauges are not Fefferman—Graham. Then one either transforms asymptotically or uses covariant holographic renormalization in the chosen radial gauge.

A background solution should pass more tests than “the equations were solved.” Useful checks include:

  • the first law, such as dϵ=Tds+μdρd\epsilon=Tds+\mu d\rho in a homogeneous charged state;
  • the appropriate Ward identities, including μTμν=FνλJλ+\nabla_\mu T^{\mu\nu}=F^{\nu\lambda}J_\lambda+\cdots when sources are present;
  • regularity of curvature invariants at the horizon or smooth cap;
  • vanishing source for spontaneous order parameters;
  • independence of observables under residual gauge or coordinate choices;
  • numerical convergence under grid refinement or increased spectral order.

When a model has a singular IR scaling geometry, do not merely report the singular solution. Ask whether the singularity is acceptable, whether it is resolved by finite temperature, whether extra fields become important, and whether the observable is controlled by the singular region or by a UV completion.

Most observables are two-point functions. To compute them, perturb the classical background:

ΦI(r,xμ)=ΦI(r)+δΦI(r)eiωt+ikx.\Phi^I(r,x^\mu) = \Phi^I_\star(r) + \delta\Phi^I(r)e^{-i\omega t+ikx}.

The linearized equations usually split into channels according to the little group that preserves kk. In an isotropic background with momentum along xx, fluctuations can be classified as transverse, longitudinal, scalar, vector, or tensor channels. This classification is more than aesthetic: different channels compute different physical responses.

For example, at zero charge density, a transverse gauge perturbation ay(r)a_y(r) computes GJyJyRG^R_{J_yJ_y}. At finite density, axa_x often mixes with metric perturbations htxh_{tx} and hrxh_{rx} because charge current overlaps with momentum. In a superconducting phase, gauge perturbations mix with the phase of the charged scalar. In a modulated phase, momenta can mix by reciprocal lattice vectors.

The correct variables are often gauge-invariant combinations. If you compute with gauge-dependent fields, you must handle constraints and residual gauge modes carefully. A pure gauge mode can masquerade as a zero-frequency pole; it is not a physical excitation.

For retarded correlators, impose infalling boundary conditions at the future horizon. Near a nonextremal horizon,

f(r)4πT(rhr),f(r)\simeq 4\pi T(r_h-r),

and a fluctuation behaves as

δΦ(r)(rhr)iω/(4πT)[1+O(rhr)]\delta\Phi(r) \sim (r_h-r)^{-i\omega/(4\pi T)} \left[1+O(r_h-r)\right]

for the infalling solution, in the eiωte^{-i\omega t} convention. The outgoing solution has the opposite exponent.

The cleanest way to remember the sign is to use ingoing Eddington—Finkelstein time

v=t+r,r1f(r).v=t+r_*, \qquad r_*'\sim \frac{1}{f(r)}.

A mode regular at the future horizon depends on vv, not separately on tt and rr_*:

eiωv=eiωteiωr.e^{-i\omega v}=e^{-i\omega t}e^{-i\omega r_*}.

That is the retarded prescription. Advanced correlators use outgoing boundary conditions. Euclidean correlators use smoothness at the Euclidean horizon instead.

At an extremal horizon, the near-horizon region is often AdS2×RdsAdS_2\times\mathbb R^{d_s} or a related scaling geometry. The infalling solution is not a simple power in rhrr_h-r; it may be an oscillatory or exponential function of the near-horizon coordinate. This is where many numerical errors enter. Matching to the exact IR solution is usually safer than imposing a naive nonextremal formula and taking T0T\to0 too early.

For a single scalar fluctuation in standard quantization, the near-boundary solution has the form

δΦ(r;ω,k)=A(ω,k)rdΔ++B(ω,k)rΔ+.\delta\Phi(r;\omega,k) = A(\omega,k)r^{d-\Delta} +\cdots +B(\omega,k)r^\Delta +\cdots.

After adding counterterms, the retarded Green function is schematically

GOOR(ω,k)=(2Δd)B(ω,k)A(ω,k)+GcontactR(ω,k),G^R_{OO}(\omega,k) =(2\Delta-d)\frac{B(\omega,k)}{A(\omega,k)} +G^R_{\rm contact}(\omega,k),

where the contact terms are local in ω\omega and kk. The overall normalization depends on the bulk action normalization.

The word “schematically” matters. The precise coefficient can change with conventions, logarithms, finite counterterms, and field redefinitions. In a serious calculation, derive the canonical radial momentum from the quadratic action,

ΠI(r;ω,k)=δS(2)δ(rδΦI).\Pi_I(r;\omega,k) =\frac{\delta S^{(2)}}{\delta(\partial_r\delta\Phi^I)}.

The response is the finite renormalized momentum:

OIlin=limr0ΠIren(r).\langle O_I\rangle_{\rm lin} = \lim_{r\to0}\Pi^{\rm ren}_I(r).

Then differentiate with respect to the source.

For NN coupled fluctuations, the near-boundary data are vectors. Write

δΦI(r)=AIJ(ω,k)rdΔIsJ++BIJ(ω,k)rΔIsJ+,\delta\Phi^I(r) = A^I{}_J(\omega,k)\,r^{d-\Delta_I}s^J +\cdots +B^I{}_J(\omega,k)\,r^{\Delta_I}s^J +\cdots,

where sJs^J is a vector of sources. The practical method is:

  1. Choose NN independent regular infalling solutions at the horizon.
  2. Integrate all of them to the boundary.
  3. Assemble the source matrix AA and response matrix BB.
  4. Compute
GR(ω,k)=NB(ω,k)A(ω,k)1+GcontactR,G^R(\omega,k)=\mathcal N\,B(\omega,k)A(\omega,k)^{-1}+G^R_{\rm contact},

with the normalization matrix N\mathcal N determined by the renormalized quadratic action.

This is not just a numerical trick. It is the statement that arbitrary boundary sources are linear combinations of a basis of regular bulk solutions.

A pole occurs when the source matrix fails to be invertible:

detA(ω,k)=0.\det A(\omega,k)=0.

At such a frequency, there exists an infalling solution with no source. That is precisely a quasinormal mode.

The on-shell action diverges because the asymptotic AdS volume is infinite. Cut off the spacetime at r=ϵr=\epsilon, evaluate the action, and add local boundary counterterms:

Sren=limϵ0(Srϵ+SGH,ϵ+Sct,ϵ).S_{\rm ren} = \lim_{\epsilon\to0} \left( S_{r\ge\epsilon}+S_{\rm GH,\epsilon}+S_{{\rm ct},\epsilon} \right).

For a scalar, the leading counterterm often begins as

Sct=12r=ϵddxγdΔLΦ2+,S_{\rm ct} = -\frac{1}{2}\int_{r=\epsilon} d^d x\sqrt{-\gamma}\,\frac{d-\Delta}{L}\Phi^2+\cdots,

with signs and coefficients depending on the convention for the action and outward normal. The ellipsis includes derivative counterterms, curvature counterterms, gauge-field terms, logarithmic anomaly terms, and nonlinear terms when sources interact.

Counterterms have three roles.

First, they cancel divergences and make the variational problem finite. Second, they determine the correct one-point functions. Third, they fix contact terms in correlators. Nonlocal spectral data are usually insensitive to finite local counterterms, but static susceptibilities, pressures, magnetization currents, and Ward identities can be sensitive to them.

For the metric, holographic renormalization gives

Tμν=2g(0)δSrenδg(0)μν.\langle T_{\mu\nu}\rangle =\frac{2}{\sqrt{-g_{(0)}}}\frac{\delta S_{\rm ren}}{\delta g_{(0)}^{\mu\nu}}.

For a current,

Jμ=1g(0)δSrenδAμ(0).\langle J^\mu\rangle =\frac{1}{\sqrt{-g_{(0)}}}\frac{\delta S_{\rm ren}}{\delta A^{(0)}_\mu}.

For a scalar,

O=1g(0)δSrenδΦ(0).\langle O\rangle =\frac{1}{\sqrt{-g_{(0)}}}\frac{\delta S_{\rm ren}}{\delta \Phi_{(0)}}.

The signs are fixed by the convention in the deformation of the QFT action. If you write

SQFTSQFT+ddxJO,S_{\rm QFT}\to S_{\rm QFT}+\int d^d x\,J O,

you may get a different sign from someone who writes SSJOS\to S-\int JO. This is why every serious calculation should state the convention for linear response.

Holographic renormalization is not complete until the Ward identities work. With scalar sources ϕ(0)I\phi^I_{(0)} and gauge fields, the diffeomorphism Ward identity takes the schematic form

μTμν=Fνμ(0)Jμ+IOIνϕ(0)I.\nabla_\mu \langle T^{\mu}{}_{\nu}\rangle = F^{(0)}_{\nu\mu}\langle J^\mu\rangle +\sum_I \langle O_I\rangle\,\nabla_\nu \phi^I_{(0)}.

The trace Ward identity takes the schematic form

Tμμ=I(ΔId)ϕ(0)IOI+A,\langle T^\mu{}_{\mu}\rangle = \sum_I (\Delta_I-d)\phi^I_{(0)}\langle O_I\rangle +\mathcal A,

where A\mathcal A is the conformal anomaly when present. These equations are invaluable. If your stress tensor violates them, the problem is usually not mysterious physics; it is a missing counterterm, a wrong normalization, or an inconsistent boundary condition.

The spectral function is the anti-Hermitian part of the retarded correlator:

ρIJ(ω,k)=i(GIJR(ω,k)GJIR(ω,k)).\rho_{IJ}(\omega,k) =i\left(G^R_{IJ}(\omega,k)-G^R_{JI}(\omega,k)^*\right).

For a single bosonic operator,

ρO(ω,k)=2ImGOOR(ω,k),\rho_O(\omega,k)=-2\,\operatorname{Im}G^R_{OO}(\omega,k),

with the sign depending on Fourier conventions. A healthy bosonic spectral density satisfies positivity conditions for ω>0\omega>0. In holography this positivity is often a consequence of positive flux into the horizon, provided the bulk theory has a healthy kinetic term.

Near a horizon, the radial flux associated with a scalar fluctuation is

F12iggrr(ΦrΦΦrΦ).\mathcal F \sim \frac{1}{2i}\sqrt{-g}g^{rr} \left(\Phi^*\partial_r\Phi-\Phi\partial_r\Phi^*\right).

The imaginary part of the retarded correlator is essentially the absorbed flux divided by the source amplitude squared. This is the clean physical reason horizons generate dissipation.

A sharp peak in ρ(ω,k)\rho(\omega,k) may indicate a pole close to the real axis. It does not automatically mean a quasiparticle. A quasiparticle requires a parametrically long lifetime:

ImωReω.|\operatorname{Im}\omega_\star|\ll |\operatorname{Re}\omega_\star|.

Generic holographic quasinormal modes have real and imaginary parts of comparable size.

A quasinormal mode is an eigenfrequency satisfying two conditions:

IR: infalling at the future horizon,UV: normalizable, with all sources set to zero.\begin{aligned} &\text{IR: infalling at the future horizon,}\\ &\text{UV: normalizable, with all sources set to zero.} \end{aligned}

Equivalently, QNMs are poles of the retarded Green function. In coupled systems, the condition is

detA(ω,k)=0.\det A(\omega,k)=0.

Hydrodynamic modes are special QNMs whose frequencies vanish as k0k\to0. Examples include

ω=iDk2+\omega=-iDk^2+\cdots

for diffusion, and

ω=±vskiΓsk2+\omega=\pm v_s k-i\Gamma_s k^2+\cdots

for sound. Goldstone modes, pinned phasons, superconducting phase modes, and Fermi-surface-related poles are also QNMs, but their smallness is protected by symmetry, conservation laws, or special IR structure.

Numerically, QNM computations are more delicate than ordinary real-frequency response. For complex ω\omega, the infalling solution can become exponentially large near the horizon while the outgoing contamination is exponentially small. Common methods include shooting with high precision, pseudospectral generalized eigenvalue problems, determinant methods, continued fractions, and matched IR expansions for extremal horizons.

A QNM spectrum should satisfy basic consistency checks:

  • retarded poles lie in the lower half-plane for stable equilibria;
  • time-reversal-invariant systems have the appropriate reflection symmetry of poles;
  • hydrodynamic poles agree with Kubo formulae and thermodynamic susceptibilities;
  • gauge modes and constraint-violating modes are absent from physical spectra;
  • increasing numerical resolution does not move genuine poles appreciably.

A pole in the upper half-plane is not a numerical nuisance. If real, it is an instability of the background.

Linear response relates sources to expectation values:

δOI=GIJRδJJ.\delta\langle O_I\rangle =G^R_{IJ}\,\delta J_J.

For conductivity at zero spatial momentum,

σij(ω)=1iωGJiJjR(ω,k=0),\sigma_{ij}(\omega) =\frac{1}{i\omega}G^R_{J_iJ_j}(\omega,k=0),

up to possible diamagnetic or contact terms. For shear viscosity,

η=limω01ωImGTxyTxyR(ω,k=0).\eta =-\lim_{\omega\to0}\frac{1}{\omega}\operatorname{Im}G^R_{T_{xy}T_{xy}}(\omega,k=0).

For diffusion,

D=σχ,D=\frac{\sigma}{\chi},

where χ\chi is the appropriate static susceptibility. This relation is not a holographic miracle; it is hydrodynamics. Holography supplies the microscopic retarded functions from which σ\sigma and χ\chi are computed.

Sometimes the ω0\omega\to0 transport coefficient can be obtained without solving a full radial fluctuation problem. The reason is a radially conserved current.

Consider a probe Maxwell field with action

SA=14gF2dd+1xgZ(ϕ)FabFab.S_A=-\frac{1}{4g_F^2}\int d^{d+1}x\sqrt{-g}\,Z(\phi)F_{ab}F^{ab}.

Apply a constant electric field in the xx direction:

Ax(t,r)=Et+ax(r).A_x(t,r)=-Et+a_x(r).

The Maxwell equation implies that

Jx=1gF2gZ(ϕ)FrxJ_x =-\frac{1}{g_F^2}\sqrt{-g}\,Z(\phi)F^{rx}

is independent of rr. Since it is radially conserved, it may be evaluated at the horizon. Regularity in ingoing Eddington—Finkelstein coordinates fixes the near-horizon relation between FrxF_{rx} and EE. The result is the horizon formula

σdc=JxE=1gF2[Z(ϕ)ggxxgttgrr]r=rh.\sigma_{\rm dc} =\frac{J_x}{E} =\frac{1}{g_F^2} \left[Z(\phi)\sqrt{-g}\,g^{xx}\sqrt{-g^{tt}g^{rr}}\right]_{r=r_h}.

In translationally invariant finite-density systems, this formula computes the incoherent part only if the current channel decouples from momentum. In general, finite density mixes charge and momentum, and the DC electric conductivity is infinite unless momentum relaxes. With explicit momentum relaxation, horizon formulae become matrix formulae involving electric, heat, and axion perturbations. In inhomogeneous lattices, the horizon problem can become a forced Stokes flow on the black-hole horizon.

The moral is simple: horizon DC formulae are powerful, but they are not magic. They work when the zero-frequency bulk equations have radially conserved quantities and regularity conditions that close the problem.

Euclidean correlators and analytic continuation

Section titled “Euclidean correlators and analytic continuation”

Euclidean calculations impose regularity in the interior rather than infalling Lorentzian boundary conditions. They are natural for thermodynamics, static susceptibilities, and lattice-like comparisons. Matsubara frequencies are

ωn=2πnT\omega_n=2\pi nT

for bosonic operators. The Euclidean correlator GE(iωn,k)G_E(i\omega_n,k) is related to the retarded correlator by analytic continuation,

GR(ω,k)=GE(iωnω+i0+,k),G^R(\omega,k)=G_E(i\omega_n\to \omega+i0^+,k),

when the continuation is well-defined.

In practice, analytic continuation from discrete Euclidean data is ill-conditioned. Holography avoids this problem when we solve the Lorentzian bulk equation directly with infalling boundary conditions. But if one is comparing to Monte Carlo data, Euclidean correlators and sum rules are often the right bridge.

The difficulty of a holographic computation is usually determined by the background.

For homogeneous backgrounds, the equations are ODEs. Shooting works when the system is not stiff and the correct number of horizon data can be matched to the correct number of boundary conditions. Spectral collocation is often more stable for high-precision QNMs and coupled systems. Relaxation/Newton methods are useful when shooting is unstable.

For periodic lattices or striped phases, the background depends on one boundary coordinate and the radial coordinate, so the equations are PDEs. For genuinely disordered or two-dimensional lattices, the problem can depend on two or more boundary directions. At that point the computation is no longer a minor extension of the homogeneous case; it is numerical relativity in AdS.

For stationary gravitational PDEs, one common strategy is the Einstein—DeTurck method. One solves

Rab(aξb)2Λd1gab=Tabmatter1d1Tmattergab,R_{ab}-\nabla_{(a}\xi_{b)}-\frac{2\Lambda}{d-1}g_{ab}=T_{ab}^{\rm matter}-\frac{1}{d-1}T^{\rm matter}g_{ab},

with

ξa=gbc(ΓbcaΓˉbca),\xi^a=g^{bc}\left(\Gamma^a_{bc}-\bar\Gamma^a_{bc}\right),

where Γˉ\bar\Gamma is the connection of a reference metric with the same asymptotic and horizon structure. A true Einstein solution has

ξa=0.\xi^a=0.

The method is valuable because, for suitable stationary ansätze, it turns the gravitational boundary-value problem into an elliptic problem. But it also introduces a new diagnostic: after solving, verify that ξ2\xi^2 converges to zero. Otherwise you may have found a Ricci soliton rather than the desired Einstein solution.

A robust numerical paper or notebook usually records:

  • the action and all normalizations;
  • the ansatz and residual gauge choices;
  • near-boundary and near-horizon expansions;
  • which shooting data or collocation variables are solved for;
  • the counterterms and finite scheme choices;
  • convergence tests;
  • Ward identity checks;
  • thermodynamic consistency checks;
  • how poles were distinguished from gauge modes and numerical artifacts.

This is not bureaucracy. This is how one makes a holographic result reproducible.

A worked miniature: scalar two-point function

Section titled “A worked miniature: scalar two-point function”

Take a neutral scalar in a fixed black-brane background,

SΦ=12dd+1xg[(Φ)2+m2Φ2].S_\Phi =-\frac{1}{2}\int d^{d+1}x\sqrt{-g}\left[(\partial\Phi)^2+m^2\Phi^2\right].

The fluctuation equation for

Φ(r,x)=φ(r)eiωt+ikx\Phi(r,x)=\varphi(r)e^{-i\omega t+ikx}

is

1gr(ggrrrφ)+(gttω2+gxxk2m2)φ=0.\frac{1}{\sqrt{-g}}\partial_r\left(\sqrt{-g}g^{rr}\partial_r\varphi\right) +\left(g^{tt}\omega^2+g^{xx}k^2-m^2\right)\varphi=0.

At the horizon impose infalling behavior. At the boundary expand

φ(r)=ArdΔ(1+)+BrΔ(1+).\varphi(r)=A r^{d-\Delta}\left(1+\cdots\right)+B r^\Delta\left(1+\cdots\right).

The canonical momentum is

Π(r)=ggrrrφ.\Pi(r)=-\sqrt{-g}g^{rr}\partial_r\varphi.

The quadratic on-shell action is a boundary term,

Sos(2)=12dωddsk(2π)dφ(ω,k)Π(ω,k)r=ϵr=rh.S^{(2)}_{\rm os} =\frac{1}{2}\int\frac{d\omega d^{d_s}k}{(2\pi)^d} \varphi(-\omega,-k)\Pi(\omega,k)\Big|_{r=\epsilon}^{r=r_h}.

The horizon term is fixed by the infalling condition and is responsible for dissipation. The boundary term is divergent; add counterterms, take ϵ0\epsilon\to0, and differentiate. Up to normalization and contact terms,

GOOR(ω,k)=(2Δd)BA.G^R_{OO}(\omega,k)=(2\Delta-d)\frac{B}{A}.

If A=0A=0 for some complex ω\omega, there is a normalizable infalling solution: a QNM and a pole of GRG^R.

This miniature contains the entire logic of the subject.

Confusing source-free with field-free. A normalizable mode does not mean the bulk fluctuation vanishes at the boundary. It means its source coefficient vanishes.

Using Euclidean regularity for a Lorentzian retarded correlator. Smoothness in Euclidean signature gives Matsubara data. Retarded real-time response needs infalling Lorentzian boundary conditions.

Forgetting mixing at finite density. A gauge perturbation axa_x alone rarely computes electric conductivity at finite density. Metric perturbations matter because current overlaps with momentum.

Calling every spectral peak a quasiparticle. A holographic peak can be a damped QNM, a hydrodynamic mode, a pinned collective mode, or a numerical artifact. A quasiparticle requires a parametrically narrow pole.

Dropping contact terms when they matter. Contact terms may not affect dissipative spectral weight, but they can affect static susceptibilities, Hall conductivities, magnetization subtractions, and Ward identities.

Trusting a singular IR too much. Scaling geometries are often intermediate regimes. If the observable probes the unresolved singularity, the answer may depend on the completion.

Ignoring constraints. In gravitational perturbation theory, some equations are constraints. A solution of only the dynamical equations can still be unphysical if the constraints are violated.

Exercise 1: source and response for a scalar

Section titled “Exercise 1: source and response for a scalar”

For a scalar in AdSd+1_{d+1} with mass mm, show that the two independent near-boundary powers are rdΔr^{d-\Delta} and rΔr^\Delta, with

m2L2=Δ(Δd).m^2L^2=\Delta(\Delta-d).

Why is the coefficient of rdΔr^{d-\Delta} interpreted as the source in standard quantization?

Solution

Near the boundary, the metric is approximately

ds2=L2r2(dr2+ημνdxμdxν).ds^2=\frac{L^2}{r^2}(dr^2+\eta_{\mu\nu}dx^\mu dx^\nu).

Ignore boundary derivatives because radial scaling dominates. The Klein—Gordon equation becomes

rd+1r(r1drΦ)m2L2Φ=0.r^{d+1}\partial_r\left(r^{1-d}\partial_r\Phi\right)-m^2L^2\Phi=0.

Try Φrα\Phi\sim r^\alpha. Then

α(αd)=m2L2.\alpha(\alpha-d)=m^2L^2.

The two roots are

α=dΔ,α=Δ,\alpha=d-\Delta, \qquad \alpha=\Delta,

where m2L2=Δ(Δd)m^2L^2=\Delta(\Delta-d). In standard quantization the less rapidly decaying coefficient is fixed as boundary data. It multiplies the deformation Φ(0)O\int \Phi_{(0)}O of the boundary theory, so it is the source. The faster coefficient is dynamically determined by IR regularity and gives the response, after counterterms and normalization.

Exercise 2: horizon derivation of probe DC conductivity

Section titled “Exercise 2: horizon derivation of probe DC conductivity”

Starting from

SA=14gF2dd+1xgZ(ϕ)F2,S_A=-\frac{1}{4g_F^2}\int d^{d+1}x\sqrt{-g}\,Z(\phi)F^2,

and the perturbation Ax=Et+ax(r)A_x=-Et+a_x(r), derive the horizon expression

σdc=1gF2[Z(ϕ)ggxxgttgrr]r=rh.\sigma_{\rm dc} =\frac{1}{g_F^2} \left[Z(\phi)\sqrt{-g}\,g^{xx}\sqrt{-g^{tt}g^{rr}}\right]_{r=r_h}.
Solution

The Maxwell equation for the xx component implies radial conservation of

Jx=1gF2gZ(ϕ)Frx=1gF2gZ(ϕ)grrgxxax(r).J_x=-\frac{1}{g_F^2}\sqrt{-g}\,Z(\phi)F^{rx} =-\frac{1}{g_F^2}\sqrt{-g}\,Z(\phi)g^{rr}g^{xx}a_x'(r).

Use ingoing Eddington—Finkelstein time v=t+rv=t+r_*, with dr/drgrr/(gtt)dr_*/dr\sim\sqrt{g_{rr}/(-g_{tt})} near the horizon. A regular gauge potential is proportional to dvdv, so near the horizon

Ax=Ev+regular=EtEr+regular.A_x=-Ev+\text{regular}=-Et-E r_*+\text{regular}.

Therefore

ax(r)=EdrdrEgrrgtt.a_x'(r)=-E\frac{dr_*}{dr} \sim -E\sqrt{\frac{g_{rr}}{-g_{tt}}}.

Substitute into the conserved current and divide by EE:

σdc=JxE=1gF2[Z(ϕ)ggrrgxxgrrgtt]rh.\sigma_{\rm dc}=\frac{J_x}{E} =\frac{1}{g_F^2} \left[Z(\phi)\sqrt{-g}\,g^{rr}g^{xx}\sqrt{\frac{g_{rr}}{-g_{tt}}}\right]_{r_h}.

Since grr=1/grrg^{rr}=1/g_{rr} and gtt=1/(gtt)-g^{tt}=1/(-g_{tt}), this becomes

σdc=1gF2[Z(ϕ)ggxxgttgrr]rh.\sigma_{\rm dc} =\frac{1}{g_F^2} \left[Z(\phi)\sqrt{-g}\,g^{xx}\sqrt{-g^{tt}g^{rr}}\right]_{r_h}.

The apparent singular factors cancel at a regular nonextremal horizon.

For a single field with near-boundary coefficients A(ω,k)A(\omega,k) and B(ω,k)B(\omega,k), suppose

GR(ω,k)=NB(ω,k)A(ω,k)+contact terms.G^R(\omega,k)=\mathcal N\frac{B(\omega,k)}{A(\omega,k)}+\text{contact terms}.

Explain why a frequency satisfying A(ω,k)=0A(\omega,k)=0 is a pole of the Green function, and state the corresponding bulk boundary conditions.

Solution

The coefficient AA is the source. If A(ω,k)=0A(\omega,k)=0 while BB is nonzero, the bulk has a nontrivial solution with no boundary source. Because the solution was constructed with the retarded IR condition, it is infalling at the future horizon. Therefore it is an eigenmode of the dissipative black-brane problem: a quasinormal mode.

In the Green function, AA appears in the denominator because the response is divided by the source. Unless the numerator vanishes at the same frequency in a way that cancels the zero, GRG^R has a pole. The required boundary conditions are infalling in the IR and normalizable in the UV.

Consider two coupled fluctuations with two independent infalling solutions. Near the boundary their source and response matrices are

A=(A11A12A21A22),B=(B11B12B21B22).A= \begin{pmatrix} A^1{}_1 & A^1{}_2\\ A^2{}_1 & A^2{}_2 \end{pmatrix}, \qquad B= \begin{pmatrix} B^1{}_1 & B^1{}_2\\ B^2{}_1 & B^2{}_2 \end{pmatrix}.

Why is the correlator matrix proportional to BA1BA^{-1} rather than simply BB?

Solution

The two numerical solutions are a basis of regular infalling bulk solutions, not a basis of unit boundary sources. A general solution is a linear combination of the two basis solutions. Its source vector is AcA c, where cc is the vector of combination coefficients, and its response vector is BcB c.

Given a desired source vector ss, choose

c=A1s.c=A^{-1}s.

Then the response is

Bc=BA1s.B c=BA^{-1}s.

Since the Green function is the linear map from sources to responses, GRBA1G^R\propto BA^{-1}, with normalization and contact terms supplied by the renormalized quadratic action.

Exercise 5: momentum conservation and DC conductivity

Section titled “Exercise 5: momentum conservation and DC conductivity”

Explain why a clean finite-density translationally invariant state has an infinite DC electric conductivity, even if it has strong local dissipation into a horizon.

Solution

At finite density, the electric current generally overlaps with momentum. If translations are exact, momentum is conserved. An applied electric field accelerates the conserved momentum rather than relaxing it. Therefore the current has a component that cannot decay, producing a delta function in Reσ(ω)\operatorname{Re}\sigma(\omega) and a pole in Imσ(ω)\operatorname{Im}\sigma(\omega).

The horizon still gives local equilibration and an incoherent conductivity, but it cannot relax a globally conserved momentum. To obtain a finite DC conductivity, one must either work at zero density, compute an incoherent current orthogonal to momentum, or introduce momentum relaxation by lattices, disorder, axions, impurities, boundaries, or other explicit translation-breaking mechanisms.

For the real-time prescription and infalling boundary conditions, see Son and Starinets and the linear-response chapters of standard gauge/gravity texts. For holographic renormalization, the classic entry points are de Haro—Solodukhin—Skenderis and Skenderis’s lecture notes. For QNMs and transport in holographic quantum matter, the most useful practical overview is Hartnoll—Lucas—Sachdev. For stationary gravitational PDEs and the Einstein—DeTurck method, see Dias—Santos—Way. For broad textbook background, Ammon—Erdmenger and Natsuume are especially useful.