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What the Duality Claims

The previous page, Why Holography?, motivated holography from black-hole entropy, large-NN gauge theory, strong coupling, and Anti-de Sitter geometry. Motivation is useful, but AdS/CFT is not a metaphor. It is a claim of equivalence between two quantum theories.

This page states that claim carefully. The central lesson is that there are several layers of the statement:

exact quantum dualitylarge-N string/gravity expansionclassical on-shell gravity recipe.\text{exact quantum duality} \quad \Longrightarrow \quad \text{large-}N\text{ string/gravity expansion} \quad \Longrightarrow \quad \text{classical on-shell gravity recipe}.

Many confusions come from replacing the first statement by the last one. The classical on-shell action is a powerful approximation. It is not the full duality.

The best-known example is

N=4  SU(N)  super-Yang–Mills theory in four dimensionstype IIB string theory on AdS5×S5.\mathcal N=4\; SU(N)\;\text{super-Yang–Mills theory in four dimensions} \quad \longleftrightarrow \quad \text{type IIB string theory on } \mathrm{AdS}_5\times S^5 .

The field theory has no dynamical gravity. The string theory has gravity. The claim is not that one theory approximately resembles the other in a certain calculation. The claim is that they are two descriptions of the same quantum system.

A compact way to write the conjecture is

ZCFT[sources on AdS]=Zstring[asymptotic boundary data].Z_{\mathrm{CFT}}[\text{sources on }\partial\mathrm{AdS}] = Z_{\mathrm{string}}[\text{asymptotic boundary data}].

In the canonical example, the integer NN is the rank of the gauge group on the CFT side and the quantized five-form flux through the S5S^5 on the string side. The Yang–Mills coupling and theta angle combine into the complex coupling of the CFT, which is mapped to the axio-dilaton data of type IIB string theory.

This statement is strongest when read as an exact equivalence of complete quantum theories. The CFT supplies a nonperturbative definition. The bulk description becomes geometrical only in appropriate limits.

The same theory, not two interacting theories

Section titled “The same theory, not two interacting theories”

A first trap is to imagine a bulk theory and a boundary theory coupled across a wall. That is not the AdS/CFT claim.

AdS/CFT says that the two sides are two languages for one system. They should not be added together. One should not write

Stotal=Sbulk+SboundaryS_{\mathrm{total}} = S_{\mathrm{bulk}}+S_{\mathrm{boundary}}

as though the CFT were an extra material layer placed at the edge of AdS. Instead, the CFT is the non-gravitational description of the same physics that the bulk describes gravitationally.

The analogy is closer to electric-magnetic duality than to a boundary condition in ordinary field theory. In electric-magnetic duality, the same physics may be described using electric variables or magnetic variables. In AdS/CFT, the two descriptions are far more different: one has a dynamical spacetime and one does not.

A precise holographic question begins by specifying the boundary data.

For a CFT, one specifies a spacetime manifold MdM_d, a conformal class of metrics [g(0)][g_{(0)}], a state or ensemble, and sources Ja(x)J_a(x) coupled to operators Oa(x)\mathcal O_a(x). A Euclidean generating functional can be written schematically as

ZCFT[g(0),Ja]=DΨexp ⁣[SCFT[Ψ;g(0)]+aMdddxg(0)Ja(x)Oa(x)].Z_{\mathrm{CFT}}[g_{(0)},J_a] = \int \mathcal D\Psi\, \exp\!\left[ -S_{\mathrm{CFT}}[\Psi;g_{(0)}] + \sum_a\int_{M_d} d^d x\sqrt{g_{(0)}}\,J_a(x)\mathcal O_a(x) \right].

On the bulk side, one sums over fields, strings, branes, and geometries that approach the chosen boundary data near infinity. For an asymptotically locally AdS metric, one often writes near z=0z=0

ds2L2z2(dz2+g(0)μν(x)dxμdxν+).ds^2 \sim \frac{L^2}{z^2}\left(dz^2+g_{(0)\mu\nu}(x)dx^\mu dx^\nu+\cdots\right).

For a scalar field dual to an operator of dimension Δ\Delta, the corresponding asymptotic behavior is schematically

ϕ(z,x)zdΔJ(x)+.\phi(z,x) \sim z^{d-\Delta}J(x)+\cdots .

The source J(x)J(x) is therefore not a random boundary decoration. It is the leading asymptotic datum of the bulk field. More generally, every boundary source fixes an allowed asymptotic behavior for a bulk field.

With the previous data understood, the Euclidean version of the dictionary takes the form

ZCFT[g(0),Ja]=Zbulk ⁣[gg(0),  ϕaJa].Z_{\mathrm{CFT}}[g_{(0)},J_a] = Z_{\mathrm{bulk}}\!\big[g\to g_{(0)},\;\phi_a\to J_a\big].

The right-hand side is a quantum-gravity path integral with prescribed asymptotic behavior. In a full string-theory statement, this includes all stringy and quantum effects. In a semiclassical limit, it is approximated by a sum over saddle points:

Zbulk[Ja]saddles sexp ⁣[Sren(s)[Ja]].Z_{\mathrm{bulk}}[J_a] \approx \sum_{\text{saddles }s} \exp\!\left[-S_{\mathrm{ren}}^{(s)}[J_a]\right].

If a single classical saddle dominates, then

WCFT[Ja]logZCFT[Ja]Sren,on-shell[Ja].W_{\mathrm{CFT}}[J_a] \equiv \log Z_{\mathrm{CFT}}[J_a] \approx -S_{\text{ren,on-shell}}[J_a].

This is the form most often used for computations. It gives connected CFT correlators by functional differentiation:

Oa(x)J=1g(0)(x)δWCFT[J]δJa(x),\langle \mathcal O_a(x)\rangle_J = \frac{1}{\sqrt{g_{(0)}(x)}} \frac{\delta W_{\mathrm{CFT}}[J]}{\delta J_a(x)},

and

Oa(x)Ob(y)c,J=1g(0)(x)g(0)(y)δ2WCFT[J]δJa(x)δJb(y).\langle \mathcal O_a(x)\mathcal O_b(y)\rangle_{c,J} = \frac{1}{\sqrt{g_{(0)}(x)}\sqrt{g_{(0)}(y)}} \frac{\delta^2 W_{\mathrm{CFT}}[J]} {\delta J_a(x)\delta J_b(y)}.

In the classical gravity approximation, these derivatives are derivatives of Sren,on-shell-S_{\text{ren,on-shell}}. That is the seed of the GKP/Witten prescription.

A layered diagram of AdS/CFT statements: exact quantum equivalence at the top, controlled large-N and large-coupling expansion in the middle, and the practical classical on-shell action recipe at the bottom.

Three layers of the AdS/CFT claim. The exact duality is an equivalence of quantum theories with matched boundary data. The classical on-shell action formula is a controlled approximation in a special regime, not the definition of the full correspondence.

At the deepest level, the duality identifies complete quantum theories. The spectra, correlation functions, partition functions, symmetries, and allowed states should agree after translating variables.

In a Hamiltonian language, for global AdS one expects an equivalence of Hilbert spaces of the schematic form

HbulkAdSHCFT(Sd1).\mathcal H_{\mathrm{bulk}}^{\mathrm{AdS}} \simeq \mathcal H_{\mathrm{CFT}}(S^{d-1}).

This formula should be read carefully. The exact Hilbert space is most sharply defined on the CFT side. The phrase HbulkAdS\mathcal H_{\mathrm{bulk}}^{\mathrm{AdS}} refers to the quantum-gravity Hilbert space that, when a geometric bulk description is available, contains states interpreted as gravitons, strings, branes, black holes, and other bulk objects.

Layer 2: large-NN and strong-coupling expansion

Section titled “Layer 2: large-NNN and strong-coupling expansion”

In the large-NN expansion, connected correlators of normalized single-trace operators are suppressed by powers of 1/N1/N. This is the boundary origin of weak bulk interactions.

In the canonical D3-brane example, the useful qualitative relations are

L4α2λ,L3G5N2,\frac{L^4}{\alpha'^2}\sim \lambda, \qquad \frac{L^3}{G_5}\sim N^2,

where LL is the AdS radius, α\alpha' is the string length squared, G5G_5 is the five-dimensional Newton constant after compactifying on S5S^5, and λ=gYM2N\lambda=g_{\mathrm{YM}}^2N is the ‘t Hooft coupling.

Thus:

Boundary limitBulk consequence
NN\to\inftysuppresses bulk quantum loops
λ\lambda\to\inftysuppresses string-scale curvature corrections
finite NNincludes quantum-gravity corrections
finite λ\lambdaincludes stringy α\alpha' corrections

The statement “AdS/CFT computes strongly coupled field theory using classical gravity” refers to the special corner where NN and λ\lambda are both large.

Layer 3: classical saddle-point dictionary

Section titled “Layer 3: classical saddle-point dictionary”

When a single smooth classical geometry dominates the bulk path integral, the dictionary becomes a boundary-value problem. Solve the classical bulk equations with prescribed asymptotic data, plug the solution into the renormalized action, and differentiate with respect to sources.

Schematically:

J(x)ϕcl(z,x;J)Sren,on-shell[J]OOc.J(x) \quad\longrightarrow\quad \phi_{\mathrm{cl}}(z,x;J) \quad\longrightarrow\quad S_{\text{ren,on-shell}}[J] \quad\longrightarrow\quad \langle \mathcal O\cdots\mathcal O\rangle_c.

This is the practical form used in many computations, but it comes with assumptions: classical gravity must be valid, the variational problem must be well posed, counterterms must be added, and the relevant saddle or sum of saddles must be identified.

The duality matches more than partition functions. It matches structures.

The isometry group of AdSd+1\mathrm{AdS}_{d+1} is SO(2,d)SO(2,d), the conformal group of a dd-dimensional CFT. For the canonical example,

AdS5×S5\mathrm{AdS}_5\times S^5

also has an SO(6)SO(6) symmetry from the sphere, matching the SO(6)RSU(4)RSO(6)_R\simeq SU(4)_R symmetry of N=4\mathcal N=4 SYM.

Bulk gauge symmetries are redundancies, but gauge fields in AdS encode global currents in the boundary theory. The boundary value of a bulk gauge field is a source for a conserved current:

A(0)μJCFTμ.A_{(0)\mu} \quad\longleftrightarrow\quad J^\mu_{\mathrm{CFT}}.

Similarly, the boundary metric is the source for the CFT stress tensor:

g(0)μνTμν.g_{(0)\mu\nu} \quad\longleftrightarrow\quad T^{\mu\nu}.

States in the CFT on the cylinder R×Sd1\mathbb R\times S^{d-1} are matched with states in global AdS. For a local primary operator of dimension Δ\Delta, radial quantization gives a state whose cylinder energy is

Ecyl=ΔL.E_{\mathrm{cyl}}=\frac{\Delta}{L}.

On the bulk side, this is interpreted as the global AdS energy of the corresponding excitation. For a scalar field, the more detailed relation is

m2L2=Δ(Δd),m^2L^2=\Delta(\Delta-d),

which will be derived later.

A local single-trace operator is mapped, in a large-NN regime with a local bulk description, to a single-particle bulk field:

Oaϕa.\mathcal O_a \quad\longleftrightarrow\quad \phi_a.

Multi-trace operators correspond to multiparticle states or composite bulk excitations. This statement becomes sharp only in the large-NN expansion, where the distinction between single-particle and multiparticle states is meaningful.

The CFT vacuum on R×Sd1\mathbb R\times S^{d-1} maps to global AdS. Thermal states map to AdS black holes or black branes. Excited coherent states may map to classical geometries. Generic high-energy states may not have a simple smooth geometric description, even though they are still valid CFT states.

This distinction is important:

every CFT state has a bulk interpretation⇏every CFT state has a smooth classical geometry.\text{every CFT state has a bulk interpretation} \quad\not\Rightarrow\quad \text{every CFT state has a smooth classical geometry}.

A second common trap is to confuse a source with a state.

For a scalar field in standard quantization,

ϕ(z,x)zdΔJ(x)+zΔA(x)+.\phi(z,x) \sim z^{d-\Delta}J(x)+z^\Delta A(x)+\cdots .

The coefficient J(x)J(x) is fixed as part of the definition of the boundary problem. It is the source for O\mathcal O. The coefficient A(x)A(x) is determined after solving the bulk equations with appropriate regularity or state conditions, and it is related to O(x)\langle \mathcal O(x)\rangle after renormalization.

Thus:

QuantityRole
J(x)J(x)source, fixed boundary datum
A(x)A(x)response, related to a one-point function
regularity conditionhelps choose the state in Euclidean problems
incoming-wave conditionselects retarded response in black-hole backgrounds
normalizable excitationoften corresponds to changing the state rather than turning on a source

The phrase “turn on a bulk field” is therefore ambiguous. Turning on the leading boundary coefficient is turning on a source. Exciting a normalizable mode is usually changing the state.

The Euclidean version is the cleanest first statement because partition functions and saddle points are comparatively straightforward:

ZCFT[J]exp[Sren,on-shell[J]].Z_{\mathrm{CFT}}[J] \approx \exp[-S_{\text{ren,on-shell}}[J]].

Lorentzian holography requires more care. One must specify the state, the time contour, and boundary conditions in the interior. In black-hole geometries, retarded Green’s functions are obtained by imposing incoming-wave boundary conditions at the horizon. Other real-time correlators require other contours or prescriptions.

So the safe rule is:

Euclidean formulas do not automatically become Lorentzian formulas by replacing tE with it.\text{Euclidean formulas do not automatically become Lorentzian formulas by replacing }t_E\text{ with }it.

The Lorentzian dictionary is powerful, but it is not a one-line analytic continuation in all circumstances.

In the classical approximation, it is tempting to say “the bulk geometry dual to the CFT state.” Sometimes that is correct. Sometimes it hides an important sum.

The bulk partition function with fixed boundary data may receive contributions from multiple saddles:

ZbulkseSs.Z_{\mathrm{bulk}} \approx \sum_s e^{-S_s}.

A familiar example is a thermal CFT on Sd1S^{d-1}, whose Euclidean boundary is Sβ1×Sd1S^1_\beta\times S^{d-1}. The bulk may have different smooth fillings with the same boundary. At low temperature, thermal AdS can dominate. At high temperature, an AdS black hole can dominate. The exchange of dominance is the Hawking–Page transition.

From the boundary point of view, this is a phase transition in the large-NN thermal theory. From the bulk point of view, it is a change in the dominant saddle.

Thus the duality does not say that every boundary condition picks a unique classical geometry. The exact statement is the equality of partition functions. A unique geometry is an approximation when one saddle dominates.

It does not claim that every CFT has a simple gravity dual

Section titled “It does not claim that every CFT has a simple gravity dual”

A weakly curved, local Einstein-like bulk requires special properties: large NN, strong coupling in an appropriate sense, and a sparse spectrum of low-dimension single-trace operators. A generic CFT may have no useful classical geometric dual.

It does not claim that the boundary theory is located inside the bulk

Section titled “It does not claim that the boundary theory is located inside the bulk”

The CFT lives on the conformal boundary. It is not a brane sitting at finite radial position. Cutoff surfaces inside AdS can be useful regulators, but they are not the fundamental location of the exact CFT.

It does not claim that bulk locality is exact

Section titled “It does not claim that bulk locality is exact”

Local bulk fields are emergent effective variables. At finite NN, exact local bulk observables are obstructed by quantum gravity and diffeomorphism invariance. Boundary correlators are the sharp observables; bulk locality is recovered approximately in the right regime.

It does not claim that classical gravity is always enough

Section titled “It does not claim that classical gravity is always enough”

Classical gravity captures the leading large-NN, large-λ\lambda behavior in favorable examples. Quantum loops, stringy corrections, branes, topology change, and other nonclassical effects are part of the full duality.

It does not claim that the two sides are usually weakly coupled at the same time

Section titled “It does not claim that the two sides are usually weakly coupled at the same time”

The usefulness of the correspondence often comes from strong/weak behavior. When the boundary gauge theory is strongly coupled and large NN, the bulk may be weakly curved and classical. When the boundary theory is weakly coupled, the bulk is typically highly stringy.

For the rest of the course, the following first-pass dictionary will be used repeatedly.

Boundary conceptBulk concept
CFT spacetime MdM_dconformal boundary of asymptotically AdS spacetime
boundary metric g(0)μνg_{(0)\mu\nu}asymptotic metric data
source JaJ_aleading boundary coefficient of bulk field ϕa\phi_a
operator Oa\mathcal O_abulk field ϕa\phi_a
generating functional W[J]W[J]renormalized on-shell action in classical limit
scaling dimension Δ\Deltabulk mass and spin data
CFT state on Sd1S^{d-1}bulk state in global AdS
thermal density matrixblack hole or black brane ensemble
global symmetry currentbulk gauge field
stress tensorbulk metric fluctuation
large NNsmall bulk Newton coupling
large gap / strong couplinglocal weakly curved bulk effective theory

Every entry in this table will be refined later. The table is a map, not a proof.

Suppose a scalar operator O\mathcal O is coupled to a source JJ:

ZCFT[J]=exp ⁣(ddxg(0)J(x)O(x)).Z_{\mathrm{CFT}}[J] = \left\langle \exp\!\left(\int d^dx\sqrt{g_{(0)}}\,J(x)\mathcal O(x)\right) \right\rangle .

The dual bulk problem is to solve for a scalar field ϕ\phi whose leading near-boundary behavior is fixed by JJ:

ϕ(z,x)zdΔJ(x)+.\phi(z,x)\sim z^{d-\Delta}J(x)+\cdots .

In the classical limit,

ZCFT[J]exp[Sren,on-shell[J]].Z_{\mathrm{CFT}}[J] \approx \exp[-S_{\text{ren,on-shell}}[J]].

Therefore,

O(x)J=1g(0)(x)δSren,on-shell[J]δJ(x).\langle \mathcal O(x)\rangle_J = -\frac{1}{\sqrt{g_{(0)}(x)}} \frac{\delta S_{\text{ren,on-shell}}[J]}{\delta J(x)}.

The minus sign here follows from the Euclidean convention W=logZSren,on-shellW=\log Z\approx -S_{\text{ren,on-shell}}. Other sign conventions are common, especially in Lorentzian signature, so one should always track the convention used in a given paper.

This simple chain is the prototype for many holographic calculations:

choose sourcesolve bulk equationsrenormalize on-shell actiondifferentiate.\text{choose source} \quad\to\quad \text{solve bulk equations} \quad\to\quad \text{renormalize on-shell action} \quad\to\quad \text{differentiate}.

The precise first claim of AdS/CFT is not “gravity lives in one more dimension.” It is:

ZCFT[g(0),Ja]=Zbulk[gg(0),ϕaJa]\boxed{ Z_{\mathrm{CFT}}[g_{(0)},J_a] = Z_{\mathrm{bulk}}[g\to g_{(0)},\phi_a\to J_a] }

with the understanding that the right-hand side is the full quantum string/gravity partition function, not merely the classical Einstein action.

The classical working approximation is:

WCFT[Ja]Sren,on-shell[Ja]\boxed{ W_{\mathrm{CFT}}[J_a] \approx -S_{\text{ren,on-shell}}[J_a] }

when a single classical saddle dominates.

The conceptual translation is:

boundary sources define bulk asymptotics; boundary correlators are bulk responses.\boxed{ \text{boundary sources define bulk asymptotics; boundary correlators are bulk responses.} }

This is the operational heart of the course.

“The bulk partition function is just the exponential of the Einstein action.”

Section titled ““The bulk partition function is just the exponential of the Einstein action.””

Only in a restricted classical limit. The full bulk partition function includes quantum fluctuations, strings, branes, and possibly sums over topologies. Einstein gravity is the leading effective description in a special regime.

“A bulk field value at a point is a CFT operator.”

Section titled ““A bulk field value at a point is a CFT operator.””

A local bulk field is an emergent effective operator. The elementary CFT-side object is a boundary operator. Reconstructing local bulk fields from CFT data is subtle and approximate in the semiclassical regime.

“The source is the same thing as the expectation value.”

Section titled ““The source is the same thing as the expectation value.””

No. The source is fixed as boundary data. The expectation value is the response. They are related dynamically, not identified.

“The CFT only describes the boundary region of the bulk.”

Section titled ““The CFT only describes the boundary region of the bulk.””

No. The CFT describes the entire quantum-gravity system with the specified asymptotic boundary conditions, including the interior of AdS and black-hole regions when the corresponding bulk interpretation exists.

“The duality is proven because many quantities match.”

Section titled ““The duality is proven because many quantities match.””

There is overwhelming evidence in highly supersymmetric examples and many precise checks, but the statement is still usually called a conjecture. In practice, AdS/CFT is used both as a conjectural equivalence and as a definition of quantum gravity in asymptotically AdS settings via the better-defined CFT.

This page stated what AdS/CFT claims. The next page, Regimes of Validity, asks when the useful approximations are justified. That is where the hierarchy

full string theoryclassical string theoryclassical supergravityEinstein gravity\text{full string theory} \supset \text{classical string theory} \supset \text{classical supergravity} \supset \text{Einstein gravity}

becomes a quantitative guide rather than a slogan.

Exercise 1: The one-point function from the generating functional

Section titled “Exercise 1: The one-point function from the generating functional”

Let

Z[J]=exp ⁣(ddxgJ(x)O(x)),W[J]=logZ[J].Z[J] = \left\langle \exp\!\left(\int d^dx\sqrt g\,J(x)\mathcal O(x)\right) \right\rangle, \qquad W[J]=\log Z[J].

Show that

O(x)J=1g(x)δW[J]δJ(x).\langle \mathcal O(x)\rangle_J = \frac{1}{\sqrt{g(x)}}\frac{\delta W[J]}{\delta J(x)}.
Solution

Vary Z[J]Z[J] with respect to J(x)J(x):

δZ[J]δJ(x)=g(x)O(x)exp ⁣(ddygJ(y)O(y)).\frac{\delta Z[J]}{\delta J(x)} = \sqrt{g(x)} \left\langle \mathcal O(x) \exp\!\left(\int d^dy\sqrt g\,J(y)\mathcal O(y)\right) \right\rangle .

Dividing by Z[J]Z[J] gives the expectation value in the presence of the source:

δW[J]δJ(x)=1Z[J]δZ[J]δJ(x)=g(x)O(x)J.\frac{\delta W[J]}{\delta J(x)} = \frac{1}{Z[J]}\frac{\delta Z[J]}{\delta J(x)} = \sqrt{g(x)}\,\langle \mathcal O(x)\rangle_J.

Therefore,

O(x)J=1g(x)δW[J]δJ(x).\langle \mathcal O(x)\rangle_J = \frac{1}{\sqrt{g(x)}}\frac{\delta W[J]}{\delta J(x)}.

Exercise 2: Why equality of actions is not the duality

Section titled “Exercise 2: Why equality of actions is not the duality”

A student says: “AdS/CFT means SCFT=SgravityS_{\mathrm{CFT}}=S_{\mathrm{gravity}}.” Explain why this is not the right statement.

Solution

The two theories use different variables. The CFT action is a functional of boundary quantum fields, while the gravitational action is a functional of bulk metrics, fields, strings, and other degrees of freedom. The duality equates partition functions, correlation functions, spectra, and states after translating variables; it does not identify the two Lagrangians term by term.

In a classical gravity limit, one often writes

WCFT[J]Sren,on-shell[J],W_{\mathrm{CFT}}[J] \approx -S_{\text{ren,on-shell}}[J],

but this relates the CFT generating functional to the on-shell bulk action as a function of boundary sources. It is not an equality between the microscopic CFT action and the off-shell bulk action.

For a scalar field in standard quantization,

ϕ(z,x)zdΔJ(x)+zΔA(x)+.\phi(z,x)\sim z^{d-\Delta}J(x)+z^\Delta A(x)+\cdots .

Which coefficient is fixed as the source? Which coefficient is related to the response? What additional information is needed to determine A(x)A(x) from J(x)J(x)?

Solution

The coefficient J(x)J(x) is the source. It is fixed as part of the boundary condition for the bulk field. The coefficient A(x)A(x) is related to the response, namely the expectation value O(x)\langle \mathcal O(x)\rangle, after holographic renormalization.

To determine A(x)A(x) from J(x)J(x), one must solve the bulk equations of motion and impose conditions that select the state or correlator. In Euclidean signature this often means regularity in the interior. In a Lorentzian black-hole background, retarded correlators require incoming-wave boundary conditions at the horizon.

Suppose the same Euclidean boundary data admit two classical bulk saddles with renormalized actions S1S_1 and S2S_2. In the saddle approximation,

ZeS1+eS2.Z\approx e^{-S_1}+e^{-S_2}.

If S1<S2S_1<S_2, which saddle dominates? What happens when the two actions cross as a function of temperature?

Solution

If S1<S2S_1<S_2, then eS1e^{-S_1} is larger than eS2e^{-S_2}, so saddle 11 dominates. If the two actions cross as a function of temperature, the dominant saddle changes. In the large-NN limit, where actions are often of order N2N^2, this change can become a sharp phase transition.

The Hawking–Page transition is the standard example: thermal AdS and an AdS black hole are different bulk fillings of the same thermal boundary, and the dominant saddle changes at a critical temperature.

The following references are the main historical and technical anchors for the claims stated here.