WorksPhysics and Astronomy
Crossover duality for the quantum long-range Ising chain: perturbation theory around the short-range endpoint and a DMRG test
Abstract
We propose a weakly coupled description of the long-range transverse-field Ising chain near its short-range crossover at , where the couplings decay as . The Ising conformal field theory is coupled to an instantaneous Gaussian field through , extending the classical long-range Ising duality to quantum chains. The equal-time interaction generates a stress-tensor deformation that causes the velocity to run and renormalizes the dynamical critical exponent . Conformal perturbation theory gives , , and , with . DMRG calculations on periodic chains of up to sites provide a consistency test using theoretical inputs for and . After accounting for slow finite-size corrections, static and dynamical estimates of agree, supporting the crossover expansion at and a two-sided Padé interpolation at , , and .
Introduction
Quantum spin chains with algebraically decaying interactions are no longer a theoretical abstraction. Trapped-ion quantum simulators realize the transverse-field Ising model with spin–spin couplings mediated by the collective motional modes, and the exponent can in principle be tuned continuously over by the detuning of the Raman beams from the phonon spectrum [1, 2, 3, 4]. In our notation . The critical line of the chain has a mean-field part, , and a non-mean-field part, (), in which the critical exponents depend continuously on and are not known in closed form; beyond the transition is in the short-range Ising class. Most experiments to date, including the measurements of critical behavior—the onset of the ferromagnetic transition [2, 5], Kibble–Zurek scaling across it in chains of up to 61 ions [6], and nonequilibrium critical scaling after a quench [7]—operate at , on the mean-field side, because a larger requires detuning farther from the motional modes at the cost of coupling strength and coherence; exponents up to have been reached in short chains [8]. The non-mean-field window is therefore at the edge of what present ion-trap experiments access, and it is not reached by the other long-range platforms, whose exponents are fixed by the interaction—van der Waals Rydberg arrays () and dipolar systems () both lie on the short-range side of the crossover for a chain (for reviews see Refs. [4, 9]). Theoretical control of the window is thus the input that will be needed when experiments move there, and it is the subject of this paper.
The theoretical situation along this line is the following. Near the order parameter is almost Gaussian and a fractional expansion in applies [10, 11, 12, 13]. Near the critical theory is almost the short-range (SR) Ising conformal field theory (CFT), but the fractional description has no small parameter there. For the classical long-range Ising model the analogous problem was solved by Behan, Rastelli, Rychkov, and Zan [14, 15], who proposed an infrared duality: the long-range fixed point can be reached either from a non-local Gaussian field perturbed by , or from the SR Ising CFT tensored with a generalized free field and perturbed by the bilinear . The second description is weakly coupled near the crossover and resolves otherwise puzzling features of it, such as the persistence of the shadow relation and the recombination of the stress-tensor multiplet.
The classical chain with exchange orders at finite temperature for [16] and at [17], where the spontaneous magnetization jumps at the transition [18, 19]. The conformal description of the classical long-range Ising model [20] has been tested in one dimension by Monte Carlo simulations [21], perturbative expansions [22, 23, 24], and bootstrap sum rules [25], and in two and three dimensions by conformal bootstrap calculations [26, 27]. The quantum chain presents the same opportunity and a new obstruction. Its long-range interaction is instantaneous in imaginary time, so the auxiliary field that localizes it must have the correlator . It is Gaussian, but it is not an isotropic generalized free field. The temporal delta function selects equal-time configurations of the Ising correlators, which changes the beta-function integral and, more importantly, generates a running space-time anisotropy. The latter is the origin of a dynamical exponent , which has no analog in the classical problem. The first purpose of this paper is to carry out this anisotropic conformal perturbation theory to leading nontrivial order and to extract , , and the correction-to-scaling exponent as expansions in (§ 2).
The second purpose is to test the result numerically in the middle of the critical line, where neither weak-coupling expansion is a priori controlled. Quantum Monte Carlo (QMC) studies of the chain [28, 29] report a systematic difficulty near : finite-size estimates of depend strongly on whether corrections to scaling are modeled as a power law or as a logarithm, with the two extrapolations differing by up to 0.07 as . The crossover expansion explains this: the leading irrelevant eigenvalue vanishes linearly at the crossover, , so finite-size corrections decay as and become arbitrarily slow as . We therefore perform density-matrix renormalization group (DMRG) [30, 31] calculations on periodic chains with the periodic images of the interaction summed exactly, and we extract in two independent ways: from the finite-size gap and, without any reference to dynamics, from the static spin correlator through the exact relation that follows from the nonrenormalization of the long-range kernel. The two determinations disagree at accessible sizes near the crossover, as they should, and converge to a common value once the corrections predicted by the expansion are taken into account (Sec. III). We emphasize the logic of this comparison: the exponents and that control the finite-size analysis are inputs from the theory, not fitted quantities, so the numerics do not provide an independent measurement of ; they test whether the lattice data are consistent with the crossover expansion when its own corrections to scaling are used. With this input, the value of at agrees with the crossover expansion, and the values at all three agree with a two-sided Padé interpolation between the two weakly coupled ends.
Throughout we distinguish three statements whose logical status is different. The Sak crossover criterion and the localization of the bilocal interaction are from scaling analysis. The existence of the weakly coupled fixed point follows perturbatively once the proposed Ising theory is assumed renormalizable with the counterterms identified below. The identification of this fixed point with the quantum long-range Ising fixed point is an infrared-duality proposal, which is what the numerics of Sec. III test.
Duality and perturbation theory around the crossover
The quantum long-range Ising chain and its continuum description
We study the ferromagnetic transverse-field chain
with Pauli matrices , . Its imaginary-time path integral is local in , because both the interaction and the transverse field act within a time slice, and nonlocal in . The Fourier transform of the coupling, , is nonanalytic at $k=0,
with for all . The nonanalytic term is the leading dependence, and since the interaction is instantaneous, carries no frequency dependence; the term below comes from the transverse field alone. The Hubbard–Stratonovich order parameter is therefore governed, at the critical field, by
This is a fractional Lifshitz theory: the Gaussian part is invariant under , with , under which has dimension and the quartic coupling has eigenvalue . At the Gaussian fixed point the analytic term is irrelevant with correction exponent . In the mean-field regime , the quartic coupling has the smaller correction exponent . On the interacting side near , the quartic correction exponent is instead ; this endpoint expansion does not determine where other corrections become dominant farther along the critical line. For the fixed point is Gaussian, with , , and . For , , a Wilson–Fisher-like long-range fixed point (LRFP) exists at . Because the vertex is local in both and , it renormalizes the analytic term but not the nonanalytic term; the resulting temporal wave-function renormalization is what moves away from , first at two loops [10, 11, 12, 13]:
The numerical coefficient quoted here inherits the approximately one-percent precision of the two-loop integral in Ref. [13]. The LRFP is scale invariant with anisotropic scaling but has no reason to be conformal in any sense: in dimensions rotations are already broken by the Lifshitz dispersion, and the spatial nonlocality excludes a local stress tensor. Energy and momentum are, of course, conserved.
The description (3) is weakly coupled only near . The rest of this section is concerned with the opposite end of the critical line.
Sak's argument and the short-range crossover
For large the chain is in the universality class of the nearest-neighbor model, whose critical point is the two-dimensional Ising CFT with , , i.e. . Where does the long-range (LR) critical regime give way to the short-range (SR) one? Fisher, Ma, and Nickel [32] compared the two quadratic terms in (3) and placed the crossover at . Sak [33] pointed out that this ignores the renormalization of the analytic term at the SR fixed point, where ; the nonanalytic term competes with , not with , so the crossover is at
In CFT language the same statement reads as follows. At the SR quantum critical point the long-range tail of the interaction is the bilocal, equal-time perturbation
whose RG eigenvalue at is : three powers of length from the measure, from the kernel, from the two spins. It is relevant for and irrelevant for . We write
Sak’s argument has a second part, which is the one we will use most. Integrating out short-distance modes generates corrections to the quadratic action that are analytic in ; they can never produce or modify a term. The coefficient is therefore an RG invariant throughout the LR regime, and demanding that the term have dimension zero under , , gives
the quantum version of the classical statement [32, 33, 34, 35]. Two consequences are worth stating at once. First, the LR critical line has only two independent exponents, say and , rather than three. Second, continuity of at the crossover requires as ; the way in which approaches 1 is the first thing that the dual description computes. The exactness of (8) has been debated in the classical setting [34, 36]; the dual description of the next subsection makes it manifest, as it does in the classical case [14, 15].
Infrared duality: the classical case and its quantum analogue
The classical chain. For the classical chain, cluster simulations resolve mean-field finite-size scaling for [37] and give estimates of the varying exponents for [38]. See [39, 40, 41, 42, 43, 44] for papers that studied various aspects of this model.
The classical duality. For the -dimensional classical long-range Ising model, , Behan, Rastelli, Rychkov, and Zan [14, 15] proposed that near the LRFP is reached from a second ultraviolet starting point: the SR Ising CFT tensored with a generalized free field (GFF) of dimension , i.e. , perturbed by the bilinear
Integrating out reproduces the bilocal interaction, so (9) is simply the Hubbard–Stratonovich form of the SR theory plus its long-range tail; the point is that carries the nonlocality and is a local, weakly relevant coupling, . Since maps , the beta function is odd, , and produces an infrared fixed point at . The claim is that this fixed point is the LRFP of the nonlocal description, so that the two theories are ultraviolet-distinct descriptions of one infrared fixed point, each weakly coupled at one end of the critical line (“infrared duality”).
The evidence is structural. The kinetic term is nonlocal and cannot be renormalized by local counterterms, so exactly; the equation of motion then gives , hence and the shadow relation —Sak’s nonrenormalization theorem, now manifest to all orders. On the side the equation of motion gives , so the dictionary is , , . Finally, the LRFP has no local stress tensor; in the dual description this appears as multiplet recombination, with , a vector primary of the decoupled theory [15, 20]. In the cubic coefficient is a regulated integral of the exact Ising four-spin function, [14], and the energy operator acquires no anomalous dimension at .
The quantum analogue. The lattice interaction in (1) is instantaneous. We define the auxiliary Gaussian field by the covariance
understood as an analytically continued distribution, with local contact terms handled by local counterterms. For the spatial Fourier convention , its nonanalytic part is , where [15]
The value at is understood by continuity. The corresponding homogeneous inverse kernel is formally
Its negative coefficient reflects the Fourier transform of the continued distribution. Equation (13) is a formal inverse kernel, not a positive Gaussian measure over real fields by itself; the perturbative definition is Wick contraction with Eq. (11) and the stated local subtractions. This is a GFF of the one-dimensional conformal group acting on each time slice, with dimension on the slice and no correlation between slices; it is Gaussian, but it is not a GFF of the two-dimensional conformal group. Coupling it locally to the Ising spin,
and performing the Gaussian contractions reproduces (6) with . We choose the interaction sign , so the Euclidean expansion contains ; the transformation reverses this convention without changing the physics. A with a local term would instead generate a retarded interaction that the lattice model does not have, so (11) is forced. At the decoupled point , the correlator (11) scales as , so and
marginal at and weakly relevant below it, with the same structure as in the classical case:
The proposed quantum duality (Figure 1) identifies the fixed point of (14) at with the LRFP of (3). The dictionary is the anisotropic version of the classical one. Nonrenormalization of the nonlocal kernel gives exactly; the equation of motion gives ; hence

Figure 1. Two complementary weak-coupling descriptions of the quantum long-range fixed-point line. The upper Lifshitz Gaussian theory flows under and controls the neighborhood of . The lower product theory flows under and controls the neighborhood of . The vertical placement is schematic; the middle curve denotes the proposed common long-range fixed point.
which is Eq. (8) together with its shadow partner. The order parameter and thermal scaling operator are identified as and . Extending the dictionary to the cubic composite requires more care. At criticality the bare Lifshitz equation of motion contains temporal and spatial derivatives,
The temporal descendant and the fractional spatial derivative have dimensions and , respectively, which generally differ at the interacting fixed point. An identification of a renormalized cubic operator with therefore requires an operator-mixing analysis. We leave this extension open; the perturbative results below use the auxiliary-field shadow relation (17).
| classical, dim. | quantum chain | |
| LRFP symmetry | conformal, no local | scale, |
| crossover | ||
| (exact) | ||
| (exact) | ||
| counterterms | ||
| , | ||
| , , | ||
| , , | ||
| , , | ||
| — |
Table 1. The classical and quantum crossover dualities side by side. In both cases with , , and on nonrelativistic . Classical entries are from Refs. [14, 15]; is the shape integral (27).
Two features distinguish the quantum construction from the classical one, and both follow from the in (11). The first concerns symmetry. The decoupled theory is invariant under Euclidean rotations only in its Ising factor; the coupling transmits the breaking to the Ising sector, and the velocity of the Ising CFT—an exactly marginal, redundant modulus at , corresponding to the spin-two component of the stress tensor—becomes a running coupling. Its flow at the fixed point is what makes : the dynamical exponent is the anomalous dimension of time. Recombination of the stress tensor therefore has a new component here: not only does fail to vanish, as in the classical case, but itself appears in the OPE with a nonzero integrated coefficient, which rotation invariance forbids classically. The second feature concerns the integrals. Every Wick contraction of two 's forces the two spins they are attached to onto a common time slice, so the correlators entering the beta function are integrated over equal-time configurations only, with a purely spatial kernel. Table I summarizes the correspondence.
Perturbation theory around the crossover
We now compute the leading nontrivial terms of the RG flow of (14) in conformal perturbation theory [45, 46]. The input is exact: the Ising OPE coefficients and four-point functions [47], and Wick's theorem for . Through the divergences are canceled by four counterterms: the identity (vacuum energy), (the position of the critical surface), (the coupling itself), and (the velocity), the last of which has no classical counterpart. We work at in the shape integrals and extract poles in from the overall scale integrals; at this order the scheme dependence is confined to the finite parts of the counterterms and does not affect , , or at .
Cubic beta function from the integrated four-spin function
Because , the quadratic term in the beta function is absent and the first nontrivial term is cubic. To determine the renormalization of , we extract the coefficient of in the short-distance expansion of the perturbing insertions [14, 48]. This coefficient can be obtained by inserting in the perturbative expansion of for a large region :
Here denotes a time-integrated insertion at spatial infinity. Inside correlators of the undeformed theory, with all other insertions held fixed, we define
When the distant contracts with , the time integral removes the delta function in (11). The factor cancels the remaining propagator in the limit, leaving the usual Ising insertion . Thus , giving the linear term in (19). The quadratic term vanishes because it contains three fields. Before fixing one insertion at the origin, the cubic term is
which we reduce in three steps.
For the integral below we set and restore it in the beta function.
(i) Wick contraction. The distant can contract with any of the three insertions. In each case only the propagator between the other two remains:
(ii) Relabeling. The Ising four-point function and the integration domain are symmetric under permutations of , so the three pairings in (21) give equal contributions after renaming the integration variables: the sum is three times the first term. Each contracted pair is placed at equal time by the in (11) and weighted by .
(iii) Fixing the origin. The integrand is translation invariant, so one integration only produces the volume ; we use it to put the insertion paired with the distant at the origin, , , . Dividing by and using (ii), the third-order term of (19) becomes
where the removes one of the two time integrals. What remains is the integral over the positions of the pair and its common time relative to the operator at the origin,
The third-order term equals with both signs of included, or equivalently .
With , introduce the signed separation and the center of the equal-time pair, and the dimensionless shape variable , , . Then , conformal covariance supplies , and
The scale integral carries the pole—the simultaneous collision of the three perturbing operators—and its residue is a pure number, the integral over the shape plane of
The collisions of either spin with the origin, at , are integrable. The large- behavior is governed by the OPE,
whose first two terms give the two power-law subdivergences associated with the pair collision. The identity gives and renormalizes the vacuum energy; the term () gives and shifts the critical surface. Neither contributes to the beta function for . The stress-tensor term of order would give a logarithm, but its angular average vanishes. After these subtractions, the coefficient of the overall logarithm is determined by the finite shape integral
evaluated numerically using Gauss–Legendre quadrature [49] on subdomains chosen so that the two singularities lie on their boundaries, and independently checked by adaptive numerical quadrature (see Ref. [50] for adaptive integration methods). Irrelevant operators such as and have dimension above two at the decoupled point and need no counterterms. Restoring , the pole is canceled by , so that
This is the flow in coordinates in which the Ising velocity is allowed to run; it is not yet the physical cubic coefficient.
The relation to the classical calculation is now transparent. There the contracted pair is separated by a two-vector and the shape variable is the complex ratio ; by conformal covariance the four-spin function is again with the same function (25), and the only difference is the scale integral, with angular measure instead of with the two signs of . The classical cubic coefficient is therefore
in agreement with 1.2684040(5) of Ref. [14]. This is a check of both computations, and it isolates what is new in the quantum problem: not the shape integral, which happens to coincide in , but the measure and, above all, the anisotropy to which we now turn.
Anisotropy and the dynamical exponent
In Sec. II D 1, the coefficient of in the short-distance expansion of three perturbing insertions determined the flow of . The velocity flow instead follows from the coefficient of in the OPE of two perturbing operators, which we extract using an insertion of . Reflection symmetry gives the same coefficient for , so the induced deformation is proportional to . With the velocity measured in units of the undeformed Ising velocity, an infinitesimal change contributes to the action. To the order needed, the deformed vacuum is
Its overlap with the state created by is the analogue of Eq. (19):
The first term is the tree-level overlap of the counterterm with its own state,
since , , and . Thus plays the role of the unit overlap in Eq. (19). The term linear in vanishes because it contains a single .
Before fixing one insertion at the origin in Eq. (31), introduce the pair center and signed spatial separation , as in Sec. III D 1. Translation invariance gives the factor from the center integral. The only Wick contraction is between the two fields: their propagator fixes the relative time to zero and leaves . The remaining Ising correlator is fixed by the Ward identity,
equivalently the stress-tensor term of the Ising OPE,
with and . On the spatial axis , so the three-point function is . There is now only one separation and hence no pair subdivergence or continuous shape variable. The two signs of contribute equally and cancel the factor in Eq. (31). Writing , the quadratic term in Eq. (31) becomes
Equivalently, analytic regularization gives , with the same upper limit as in Sec. II D 1. Hence, using ,
The above calculation differs from its classical long-range Ising model counterpart in the angular integral. For a rotation-invariant kernel one must integrate over the orientation of . The radial integral is the same, but the spin-two phase in Eq. (33) gives
For the equal-time kernel the only orientations are and , and both give . This is also why the angular cancellation in Eq. (26) does not remove the velocity pole: there the angle is that of the pair center relative to a third insertion; here there is no third insertion.
To interpret the residue of Eq. (36), consider a scalar Ising primary at separation , making an angle with the spatial axis. The integrated stress-tensor Ward identity gives for the action variation above. This is the response to the area-preserving change of coordinates , . In these coordinates the Ising correlator is the unit-velocity one:
in particular its equal-time normalization is . At the squeeze is just a choice of coordinates. At nonzero the instantaneous kernel singles out the spatial axis, and the velocity counterterm is fixed by the pole. Finiteness of Eq. (36) requires . Differentiating at fixed bare couplings and using gives
In spatial RG variables the characteristic frequency scales as . Converting the isotropic subtraction scale used above to a spatial momentum scale changes the velocity beta function first at . Thus, to the order computed here,
The velocity counterterm couples to of the Ising sector. Before we change coordinates, the spin correlator has therefore already responded to this deformation through the Ising Ward identity. At equal time, Eq. (38) gives . Setting absorbs precisely this response into the separation, leaving with unit coefficient.
The auxiliary field belongs to the other factor of the decoupled theory. An insertion of the Ising stress tensor in its normalized two-point function factorizes and gives zero connected response. Its prescribed covariance therefore still has the form in Eq. (11) in the original coordinates. Expressing that kernel in the same primed coordinates gives
The time delta function contributes and the spatial power contributes . Restoring the prescribed coefficient in the primed coordinates therefore requires . The normalized operator is then . Since
the coupling multiplying this operator is fixed by the interaction,
The running velocity enters the coupling flow through , where . Using Eqs. (28) and (39) and evaluating the cubic coefficient at gives
The fixed point is at , and the compensating squeeze that keeps is the anisotropic scaling of the fixed point. Equation (40) gives
Both and are proportional to , so the slope is normalization independent. The calculation predicts that approaches 1 from below; continuity alone, as used in § 2 B, fixes the endpoint value.
Scaling dimension of the thermal operator
The equal-time correlator defines the spatial thermal dimension. Analogously to Eq. (19), we expand the normalized two-point function in the perturbation . The linear term vanishes because it contains a single , and the regulated expansion is
Here . Throughout this and the next subsection, sub denotes the subtraction required by the partition-function normalization:
where and or labels the external operator. Local counterterms are understood in both expansions. The contraction in Eq. (11) sets the two perturbing spins at equal time. They can approach either energy insertion, and the coefficient of the resulting logarithm at each insertion is proportional to the shape integral . Set the spin separation to one and denote the pair center by . The mixed Ising four-point function then gives [14].
where the implements Eq. (44) in these coordinates. In elliptic coordinates , , the Jacobian is , so the subtracted integrand, including the measure, reduces to . Its angular average vanishes on every ellipse. The circular cutoff gives the same limit: at large the difference in area between the disk and an ellipse with semimajor axis is bounded, while the subtracted integrand is there. Thus .
The remaining correction comes from the running velocity. Since , Eq. (38) gives an equal-time correlator proportional to . At the fixed point to this order by Eq. (40). Setting and reading off the power of gives
The coupling to has scaling dimension , hence
Spin dimension and correlator checks
For the spin correlator , the corresponding expansion is
Here , and the subtraction is defined in Eq. (44). It retains the two crossed products pairing each external spin with an integrated spin, so sub is not the fully connected four-point cumulant. For the thermal correlator these crossed products vanish because the mixed two-point function vanishes.
We now use to discuss both cases together. The external operators are scalar primaries of the undeformed Ising CFT: both have zero conformal spin, . Their internal parity differs: the spin primary is odd and has , while the energy primary is even and has . The two integrated insertions are always , as fixed by the perturbation .
The angular dependence of the resulting correlator also provides an independent check of the velocity flow. At there are two logarithmic regions. When the perturbing pair collapses onto an external insertion, each end of the correlator contributes the shape integral , with and as computed above. When the pair collapses away from both insertions, its OPE generates . The Ward identity used in deriving Eq. (38) gives this contribution an angular cos , where is the angle between the external separation and the spatial axis. Adding the two regions gives, with ,
This is precisely the expansion of the anisotropic scaling form with and
The angular coefficient fixes independently of the velocity calculation. To check Eq. (48) numerically, we place the external operators at on the spatial axis and define, for ,
The vacuum subtraction removes 1. For external spins the pair OPE also gives at fixed . We subtract this thermal contribution using the same critical-surface prescription as in Sec. III D.1. The integrals used in the check are therefore
The thermal correlator has no corresponding energy-channel term because . Integrating the subtracted expressions at finite and extrapolating gives and , reproducing the logarithmic coefficients for spatial separation in Eq. (48). These limits include both the endpoint and stress-tensor regions.
Specializing to , with and , gives
Together with Eq. (42), this satisfies the exact shadow relation (17), . At this order the equality reduces to , which follows directly from Eq. (41). This tests the consistency of the coupling and operator renormalizations; the angular term in Eq. (48) separately checks the velocity residue.
Correction to scaling
Linearizing (41) at the fixed point,
as in the classical case. The leading irrelevant operator at the LRFP is the Z-even scalar conjugate to the flowing coupling— near , near —and its dimension approaches the measure dimension at both ends, with near the mean-field endpoint and near the short-range crossover. Finite-size corrections therefore decay as near the crossover, which is slow: at , is still 0.35 at . At the coupling is marginally irrelevant and runs logarithmically. A free power-law fit to finite-size data near tends to round the endpoint cusp and bias downward, the pattern seen in the QMC data of Ref. [29]; Eq. (53) is the input we use to control the extrapolation in Sec. III.
Endpoint interpolation
The Gaussian value is exact at but would give at the crossover, i.e. a discontinuous : the interactions must lift above the Gaussian line by exactly at , and the question is how grows in between. The two endpoint expansions fix its behavior at both ends. With , Eq. (4) gives with as , and Eq. (42) gives with as . The simplest pole-free Padé form that reproduces the vanishing value and slope at the Gaussian end and matches the remaining three numbers is
whose denominator has no real zeros. It gives , 0.658, and 0.823 at , 1.25, and 1.5. We emphasize that any two-point Padé is an interpolation rather than a controlled prediction in the middle of the interval; taking other rational or polynomial leads to different predictions at the middle points. Testing it is the purpose of the next section.
DMRG simulation
Lattice model, periodic images, and method
We simulate Eq. (1) with on periodic chains of sites, replacing the coupling by the sum over all periodic
images,
with the Hurwitz zeta function, so that no truncation of the interaction range is involved. This is the same Hamiltonian, with the same normalization, as in the QMC study of Ref. [29], which allows a direct comparison of critical fields.
The ground state is obtained with the two-site DMRG algorithm as implemented in TeNPy [31]. The matrix-product operator (MPO) contains all distances explicitly, with bond dimension . The periodic Hamiltonian is represented by an open-boundary matrix-product state, which costs a doubling of the entanglement across the seam, instead of . Bond dimensions (), 96 (–96), and 128 () give truncation errors below . Sweeps are continued until the energy change is less than relative per sweep. We conserve the Ising Z parity, , so that the finite-size gap is a difference of two ground-state energies obtained in separate symmetry sectors; no excited-state targeting is required. The implementation was validated against exact diagonalization at , where energies in both sectors and all moments of the magnetization agree to ten digits. We study , 24, 32, 48, 64, 96, and 128, i.e. five pairs , at , 1.25, and 1.5.
Observables
In the even ground state we compute the full equal-time correlation matrix (translation averaged, ), from which follow the magnetization moment , the structure factor , and two dimensionless ratios: the structure-factor ratio and the correlation ratio , the spatial ratio used in Ref. [29]. For each we compute all observables on a grid of five to nine values of spanning around the critical point, refined to a spacing of 0.01–0.02 in the immediate vicinity of for the two or three largest sizes (the larger , the narrower the window needed, because the crossings and exponent estimates become increasingly sensitive to ), and we interpolate in with cubic splines.
Locating the critical point
A dimensionless ratio obeys , and expanding both scaling functions to first order in , the crossing of and approaches as
the standard result for crossing-point sequences [51, 52, 53]: for a dimensionless quantity the value at , , is the same for every , so the curves for and intersect at and the crossing is displaced only by the correction term, by divided by the slope .
We use three such sequences (Figure 2 and Figure 3, Table II): the crossings of the structure-factor ratio, which approach from above; the crossings of the correlation ratio, which increase toward their limit with a small amplitude and are nearly converged at ; and the self-consistency point , the field at which the two finite-size estimates of of Sec. III D, Eqs. (58) and (59), coincide. The last is a crossing in the same sense—the two estimators are dimensionless functions of the scaling variable with opposite responses to —and obeys the same drift law; it approaches from below at and and from above at . Each sequence is fitted to Eq. (56) with the exponents and fixed by the theory; only and are fitted. Near the mean-field endpoint on the interacting side, the expansion gives and . For the finite-size fits we adopt the heuristic continuation . The comes from the Gaussian kinetic term with . On the crossover side and [Eqs. (53) and (46)]. We use these mean-field-endpoint estimates at (, ), the crossover values at (, ), and at , near the middle of the interval, the average of the two (, ; the individual expansions give , and , ). The results are fairly insensitive to the choice of irrelevant corrections: replacing by the value of the other expansion at and , or both inputs by either endpoint set at , moves by at most and the final by at most . We take the mean of the three extrapolations as and half their spread as its uncertainty:

Figure 2. Crossings of the two dimensionless ratios at for –. The dashed line marks the extrapolated . The structure-factor ratio approaches the crossing point from above, while the correlation ratio has essentially converged at .

Figure 3. Crossing points of the structure-factor ratio , the correlation ratio , and the self-consistency point at which the gap and static estimates of coincide, plotted against with and fixed to their theoretical inputs. Lines are the linear extrapolations of Eq. (56); the dashed horizontal line is the adopted , Eq. (57). The extrapolated values bracket from both sides.
Because the three extrapolated values bracket , the spread is a conservative measure of the extrapolation error.
Two independent determinations of
At criticality the finite-size gap closes as , which gives the dynamical estimate
The second determination uses no energy at all. Under the anisotropic rescaling , , the spin transforms as , so an equal-time correlator obeys with no reference to : setting leaves nothing to rescale in time. In a ground-state calculation on a ring imaginary time is infinite, the only length is , and , hence and
where the exact relation (8) has been used. The two estimators are independent: the gap measures and nothing about (for there is no state-operator correspondence, and the amplitude of is a nonuniversal constant of dimension energylength), while the correlator measures and nothing about . Their agreement is a nontrivial test of Eq. (8) on the lattice, which is a prerequisite for the entire crossover construction. Both estimators are evaluated at the extrapolated of Eq. (57), the same field for all pairs (Table II, Figure 4). At and , lies below at the smallest sizes—by at —and their difference shrinks monotonically but slowly. Since both estimators are exact in the scaling limit, the discrepancy is a correction to scaling, and the crossover expansion predicts its form: with ,

Figure 4. The two finite-size estimates of for the pairs , evaluated at the extrapolated , versus with fixed to its theoretical input, and the linear fits of Eq. (60). Horizontal lines are the mean-field series (dashed), the two-sided Padé (dotted), and, at only, where , the crossover expansion (dash-dotted). At the gap and static estimators differ by 0.08 at the pair and extrapolate to within 0.012 of each other; at they are within 0.002 of each other at the pair and after extrapolation.
and likewise for the static estimator with its own amplitude. At the crossover exponent is (Sec. III D 5), so the corrections are of order one at accessible sizes and decay by only a factor per doubling of . This is the regime in which a free power-law fit is unreliable, and it is where the two QMC extrapolations of Ref. [29] separate. Rather than fitting , we fix it to the theoretical input of Sec. III C, exactly as for the crossings, and fit only and . The result is shown in Figure 4.
| quantity | extrapolated | |||||||
| 1.00 | 2.5391 | 2.5307 | 2.5276 | 2.5251 | 2.5242 | 2.5209 | ||
| 2.5217 | 2.5230 | 2.5233 | 2.5233 | 2.5232 | 2.5238 | |||
| 2.5353 | 2.5300 | 2.5277 | 2.5256 | 2.5247 | 2.5227 | |||
| 0.5347 | 0.5303 | 0.5279 | 0.5252 | 0.5237 | 0.512 | +0.088 | ||
| 0.4890 | 0.4929 | 0.4953 | 0.4980 | 0.4995 | 0.510 | −0.085 | ||
| 1.25 | 2.0705 | 2.0658 | 2.0641 | 2.0630 | 2.0626 | 2.0612 | ||
| 2.0577 | 2.0600 | 2.0608 | 2.0614 | 2.0617 | 2.0623 | |||
| 2.0602 | 2.0607 | 2.0610 | 2.0614 | 2.0616 | 2.0617 | |||
| 0.6524 | 0.6534 | 0.6544 | 0.6565 | 0.6586 | 0.662 | −0.058 | ||
| 0.6610 | 0.6616 | 0.6615 | 0.6610 | 0.6604 | 0.660 | +0.006 | ||
| 1.50 | 1.7705 | 1.7668 | 1.7654 | 1.7643 | 1.7639 | 1.7619 | ||
| 1.7612 | 1.7624 | 1.7628 | 1.7630 | 1.7631 | 1.7637 | |||
| 1.7531 | 1.7567 | 1.7585 | 1.7602 | 1.7610 | 1.7630 | |||
| 0.7686 | 0.7746 | 0.7788 | 0.7846 | 0.7889 | 0.837 | −0.138 | ||
| 0.8463 | 0.8446 | 0.8433 | 0.8414 | 0.8399 | 0.825 | +0.043 |
Table 2. Finite-size sequences at the three values of . Columns are labeled by the pair . are the crossings of the structure-factor ratio and the correlation ratio and the self-consistency point , extrapolated with Eq. (56); and are evaluated at the extrapolated of Eq. (57) and extrapolated with Eq. (60). The crossings use the drift exponent and the exponents use , both from the theoretical inputs of Sec. III C (, 0.62, 0.25 and , 0.89, 0.91 at , 1.25, 1.5); the last column is the fitted amplitude .
Results and comparison
Our value of at each is the mean of the two extrapolated routes. We estimate its uncertainty by combining in quadrature three contributions: (1), half the difference between the two extrapolated routes, (2), the shift of the mean when is varied within the bracket (57), (3), the change when the input in Eq. (60) is varied by at fixed . The three contributions are (1.1, 1.8, 0.1), (0.8, 1.7, 1.3), and (6.2, 10.7, 8.6) at , 1.25, 1.5, giving
Table III and Figure 5 collect the results. At the DMRG value agrees with the mean-field series (0.508) and the interpolant (0.510) within 0.003, as it must where is still small; the crossover line is far away there (). At , the point farthest from both ends, the DMRG value lies slightly above the Padé interpolant (54). At the value is 0.011 above the crossover line 0.820, Eq. (42), and 0.008 above the interpolant, both within one standard deviation. Figure 5 shows the whole picture in the variable . We have also included the previous results from QMC for comparison.
| (DMRG) | 2.5225(14) | 2.0617(6) | 1.7629(9) |
| , DMRG | 0.511(2) | 0.661(2) | 0.831(15) |
| , mean-field series | 0.508 | 0.649 | 0.799 |
| , crossover expansion | 0.460 | 0.640 | 0.820 |
| , Padé, Eq. (54) | 0.510 | 0.658 | 0.823 |
| , QMC power law | 0.512(2) | ||
| , QMC logarithmic | 0.519(8) |
Table III. Critical field and dynamical exponent from DMRG (), compared with the weak-coupling expansions, the Padé interpolant (54), and the QMC values of Ref. [29] (power-law and logarithmic extrapolations; the values at and are interpolated from their entries). The QMC critical field at is 2.5264(4).

Figure 5. Deviation of the dynamical exponent from its Gaussian value . Curves: mean-field series (solid where controlled, dashed beyond), crossover expansion (solid near , dash-dotted beyond), and the two-sided Padé interpolant (54). Points: QMC power-law (filled) and logarithmic (open) extrapolations of Ref. [29], and the present DMRG results, Eq. (61) (squares).
Conclusions
We have proposed a weakly coupled description of the quantum long-range Ising chain near its short-range crossover, in which the equal-time long-range interaction is localized by an instantaneous Gaussian field and the critical theory is a weak perturbation of exactly known Ising CFT data.
The DMRG calculations test the construction where it is least controlled. Two independent definitions of —dynamical and static, the latter made possible by the exact relation —disagree at accessible sizes near the crossover and are reconciled by the slow corrections that the expansions predict, with near the crossover, after which the dynamical exponent is consistent with the crossover line at and with the two-sided Padé interpolation at all three . It should be kept in mind that and entered this analysis as theoretical inputs, in the location of the critical point and in the extrapolation alike; the numerical result is therefore a demonstration that the lattice data are consistent with the crossover expansion at and with the two-sided interpolation at all three , and not an independent determination of . An analysis with free would require substantially larger systems, because the corrections decay as at . The same mechanism accounts for the systematic difference between power-law and logarithmic QMC extrapolations near .
On the analytical side, it is desirable to calculate the critical exponents to higher order in . On the numerical side, it is interesting to measure the dynamical critical exponent independently using larger system sizes.
A candidate for extending the duality beyond Ising symmetry is the spin-1/2 Heisenberg chain studied by Laflorencie, Affleck, and Berciu [54]. For an unfrustrated exchange decaying as , they found a perturbative fixed point for just above two that separates a phase with long-range Néel order from the gapless conformal phase. The continuum description starts from the level-one Wess–Zumino–Witten theory and retains two perturbations: the equal-time long-range interaction between staggered magnetizations , and the local marginal current interaction . In our construction the first would be represented by coupling to an instantaneous Gaussian vector field. We leave this for future work.
Acknowledgments
The DMRG calculations were performed with the TeNPy library [31]. This work was heavily assisted by Claude Fable 5 (Anthropic) and GPT-6 Astra (OpenAI): the perturbative calculation, numerical codes, the numerical computations reported here, and the drafting of the text were developed in collaboration with them, with the author directing the questions and checking the results. The work of the author is supported by the European Union (ERC, QFTinAdS, project number 101087025, PI Balt van Rees). Views and opinions expressed are, however, those of the authors only and do not necessarily reflect those of the European Union or the European Research Council Executive Agency.
References
- [1]D. Porras and J. I. Cirac, Effective quantum spin systems with trapped ions, Phys. Rev. Lett. 92, 207901 (2004).pubmed.ncbi.nlm.nih.gov/15169383
- [2]R. Islam, E. E. Edwards, K. Kim, S. Korenblit, C. Noh, H. Carmichael, G.-D. Lin, L.-M. Duan, C.-C. J. Wang, J. K. Freericks, and C. Monroe, Onset of a quantum phase transition with a trapped ion quantum simulator, Nat. Commun. 2, 377 (2011).DOI
- [3]J. W. Britton, B. C. Sawyer, A. C. Keith, C.-C. J. Wang, J. K. Freericks, H. Uys, M. J. Biercuk, and J. J. Bollinger, Engineered two-dimensional Ising interactions in a trapped-ion quantum simulator with hundreds of spins, Nature 484, 489 (2012).DOI
- [4]C. Monroe, W. C. Campbell, L.-M. Duan, Z.-X. Gong, A. V. Gorshkov, P. W. Hess, R. Islam, K. Kim, N. M. Linke, G. Pagano, P. Richerme, C. Senko, and N. Y. Yao, Programmable quantum simulations of spin systems with trapped ions, Rev. Mod. Phys. 93, 025001 (2021).DOI
- [5]R. Islam, C. Senko, W. C. Campbell, S. Korenblit, J. Smith, A. Lee, E. E. Edwards, C.-C. J. Wang, J. K. Freericks, and C. Monroe, Emergence and frustration of magnetism with variable-range interactions in a quantum simulator, Science 340, 583 (2013).DOI
- [6]B.-W. Li, Y.-K. Wu, Q.-X. Mei, R. Yao, W.-Q. Lian, M.-L. Cai, Y. Wang, B.-X. Qi, L. Yao, L. He, Z.-C. Zhou, and L.-M. Duan, Probing critical behavior of the long-range transverse-field Ising model through the quantum Kibble–Zurek mechanism, PRX Quantum 4, 010302 (2023).arxiv.org/abs/2208.03060
- [7]A. De, P. Cook, M. Ali, K. Collins, W. Morong, D. Paz, P. Titum, G. Pagano, A. V. Gorshkov, M. Maghrebi, and C. Monroe, Non-equilibrium critical scaling and universality in a quantum simulator, Nat. Commun. 16, 7939 (2025).DOI
- [8]P. Jurcevic, B. P. Lanyon, P. Hauke, C. Hempel, P. Zoller, R. Blatt, and C. F. Roos, Quasiparticle engineering and entanglement propagation in a quantum many-body system, Nature 511, 202 (2014).DOI
- [9]N. Defenu, T. Donner, T. Macrì, G. Pagano, S. Ruffo, and A. Trombettoni, Long-range interacting quantum systems, Rev. Mod. Phys. 95, 035002 (2023).DOI
- [10]A. Dutta and J. K. Bhattacharjee, Phase transitions in the quantum Ising and rotor models with a long-range interaction, Phys. Rev. B 64, 184106 (2001).DOI
- [11]M. F. Maghrebi, Z.-X. Gong, M. Foss-Feig, and A. V. Gorshkov, Causality and quantum criticality in long-range lattice models, Phys. Rev. B 93, 125128 (2016).DOI
- [12]N. Defenu, A. Trombettoni, and S. Ruffo, Criticality and phase diagram of quantum long-range O(N) models, Phys. Rev. B 96, 104432 (2017).DOI
- [13]D. Benedetti, R. Gurau, and D. Lettera, Dynamic critical exponent in quantum long-range models, Phys. Rev. B 110, 104102 (2024).DOI
- [14]C. Behan, L. Rastelli, S. Rychkov, and B. Zan, Long-range critical exponents near the short-range crossover, Phys. Rev. Lett. 118, 241601 (2017).DOI
- [15]C. Behan, L. Rastelli, S. Rychkov, and B. Zan, A scaling theory for the long-range to short-range crossover and an infrared duality, J. Phys. A: Math. Theor. 50, 354002 (2017).DOI
- [16]F. J. Dyson, Existence of a phase-transition in a one-dimensional Ising ferromagnet, Commun. Math. Phys. 12, 91 (1969).DOI
- [17]J. Fröhlich and T. Spencer, The phase transition in the one-dimensional Ising model with 1/r² interaction energy, Commun. Math. Phys. 84, 87 (1982).
- [18]D. J. Thouless, Long-range order in one-dimensional Ising systems, Phys. Rev. 187, 732 (1969).DOI
- [19]M. Aizenman, J. T. Chayes, L. Chayes, and C. M. Newman, Discontinuity of the magnetization in one-dimensional 1/|x − y|² Ising and Potts models, J. Stat. Phys. 50, 1 (1988).DOI
- [20]M. F. Paulos, S. Rychkov, B. C. van Rees, and B. Zan, Conformal invariance in the long-range Ising model, Nucl. Phys. B 902, 246 (2016).DOI
- [21]A. Antunes and J. J. Matos, Field theory guides Monte Carlo in the one-dimensional long-range Ising model (2026), arXiv:2610.26838 [hep-th].arxiv.org/abs/2610.26838
- [22]D. Benedetti, E. Lauria, D. Mazáč, and P. van Vliet, One-Dimensional Ising Model with 1/r^1.99 Interaction, Phys. Rev. Lett. 134, 201602 (2025).DOI
- [23]D. Benedetti, E. Lauria, D. Mazáč, and P. van Vliet, A strong-weak duality for the 1d long-range Ising model, SciPost Phys. 20, 029 (2026).arxiv.org/abs/2509.05250
- [24]Z. Zheng, The long-range Ising CFT: perturbative and nonperturbative approaches (2026), arXiv:2610.25940 [hep-th].arxiv.org/abs/2610.25940
- [25]K. Ghosh, M. F. Paulos, N. Suchel, and Z. Zheng, Super sum rules for long-range models, J. High Energy Phys. 09, 079.arxiv.org/abs/2603.22395
- [26]C. Behan, Bootstrapping the long-range Ising model in three dimensions, J. Phys. A: Math. Theor. 52, 075401 (2019).DOI
- [27]C. Behan, E. Lauria, M. Nocchi, and P. van Vliet, Analytic and numerical bootstrap for the long-range Ising model, J. High Energy Phys. 03, 136.
- [28]J. A. Koziol, A. Langheld, S. C. Kapfer, and K. P. Schmidt, Quantum-critical properties of the long-range transverse-field Ising model from quantum Monte Carlo simulations, Phys. Rev. B 103, 245135 (2021).DOI
- [29]S. Shiratani and S. Todo, Stochastic parameter optimization analysis of dynamical quantum critical phenomena in the long-range transverse-field Ising chain, Phys. Rev. E 110, 064106 (2024).DOI
- [30]S. R. White, Density matrix formulation for quantum renormalization groups, Phys. Rev. Lett. 69, 2863 (1992).pubmed.ncbi.nlm.nih.gov/10046608
- [31]J. Hauschild and F. Pollmann, Efficient numerical simulations with Tensor Networks: Tensor Network Python (TeNPy), SciPost Phys. Lect. Notes, 5 (2018).DOI
- [32]M. E. Fisher, S. k. Ma, and B. G. Nickel, Critical exponents for long-range interactions, Phys. Rev. Lett. 29, 917 (1972).DOI
- [33]J. Sak, Recursion relations and fixed points for ferromagnets with long-range interactions, Phys. Rev. B 8, 281 (1973).DOI
- [34]E. Luijten and H. W. J. Blöte, Boundary between long-range and short-range critical behavior in systems with algebraic interactions, Phys. Rev. Lett. 89, 025703 (2002).pubmed.ncbi.nlm.nih.gov/12097006
- [35]M. C. Angelini, G. Parisi, and F. Ricci-Tersenghi, Relations between short-range and long-range Ising models, Phys. Rev. E 89, 062120 (2014).DOI
- [36]J. Honkonen and M. Y. Nalimov, Crossover between field theories with short-range and long-range exchange or correlations, J. Phys. A: Math. Gen. 22, 751 (1989).DOI
- [37]E. Luijten and H. W. J. Blöte, Classical critical behavior of spin models with long-range interactions, Phys. Rev. B 56, 8945 (1997).DOI
- [38]K. Uzelac, Z. Glumac, and A. Anić, Critical behavior of the long-range Ising chain from the largest-cluster probability distribution, Phys. Rev. E 63, 037101 (2001).pubmed.ncbi.nlm.nih.gov/11308799
- [39]V. Pagni, G. Giachetti, A. Trombettoni, and N. Defenu, One-dimensional long-range Ising model: Two almost equivalent approximations, Phys. Rev. B 113, 014406 (2026).DOI
- [40]P. W. Anderson, G. Yuval, and D. R. Hamann, Exact results in the Kondo problem. II. Scaling theory, qualitatively correct solution, and some new results on one-dimensional classical statistical models, Phys. Rev. B 1, 4464 (1970).
- [41]J. M. Kosterlitz, Phase transitions in long-range ferromagnetic chains, Phys. Rev. Lett. 37, 1577 (1976).DOI
- [42]O. Tower, A. Gassama, J. Eick, H. Zhang, L. Ding, J. Tobochnik, R. A. Pelcovits, J. M. Kosterlitz, and X. S. Ling, Critical temperature of the one-dimensional Ising model with inverse-square interactions, Phys. Rev. E 114, 044128 (2026).
- [43]E. Luijten and H. Meßingfeld, Criticality in one dimensional inverse square-law potentials, Phys. Rev. Lett. 86, 5305 (2001).DOI
- [44]É. Brézin, G. Parisi, and F. Ricci-Tersenghi, The crossover region between long-range and short-range interactions for the critical exponents, J. Stat. Phys. 157, 855 (2014).DOI
- [45]A. B. Zamolodchikov, Renormalization group and perturbation theory about fixed points in two-dimensional field theory, Sov. J. Nucl. Phys. 46, 1090 (1987).
- [46]J. Cardy, Scaling and Renormalization in Statistical Physics (Cambridge University Press, Cambridge, 1996).
- [47]A. A. Belavin, A. M. Polyakov, and A. B. Zamolodchikov, Infinite conformal symmetry in two-dimensional quantum field theory, Nucl. Phys. B 241, 333 (1984).
- [48]Z. Komargodski and D. Simmons-Duffin, The random-bond Ising model in 2.01 and 3 dimensions, J. Phys. A: Math. Theor. 50, 154001 (2017).DOI
- [49]National Institute of Standards and Technology, NIST Digital Library of Mathematical Functions, Sec. 3.5: Quadrature (2026), release 1.2.8.
- [50]R. Piessens, E. de Doncker-Kapenga, C. W. Überhuber, and D. K. Kahaner, QUADPACK: A Subroutine Package for Automatic Integration, Springer Series in Computational Mathematics, Vol. 1 (Springer, Berlin, 1983).
- [51]K. Binder, Finite size scaling analysis of Ising model block distribution functions, Z. Phys. B 43, 119 (1981).
- [52]J. M. Luck, Corrections to finite-size-scaling laws and convergence of transfer-matrix methods, Phys. Rev. B 31, 3069 (1985).pubmed.ncbi.nlm.nih.gov/9936163
- [53]H. Shao, W. Guo, and A. W. Sandvik, Quantum criticality with two length scales, Science 352, 213 (2016), supplemental Material, Sec. 1.1.DOI
- [54]N. Laflorencie, I. Affleck, and M. Berciu, Critical phenomena and quantum phase transition in long range Heisenberg antiferromagnetic chains, J. Stat. Mech. 2005, P12001 (2005).