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Fractal Dimensions of Self-Avoiding Walks and Ising High-Temperature Graphs in 3D Conformal Bootstrap

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Abstract

The fractal dimensions of polymer chains and high-temperature graphs in the Ising model both in three dimension are determined using the conformal bootstrap applied for the continuation of the O(N) models from \(N=1\) (Ising model) to \(N=0\) (polymer). Even for non-integer N, the O(N) sum rule allows one to study the unitarity bound formally defined from the positivity, which may be violated in a non-unitary CFT. This unitarity bound of the scaling dimension for the O(N)-symmetric-tensor develops a kink as a function of the fundamental field as in the case of the energy operator dimension in the \(\mathbb {Z}_2\) (Ising) sum rule. Although this kink structure becomes less pronounced as N tends to zero, we found instead an emerging asymmetric minimum in the current central charge \(C_J\). Despite the non-unitarity of the O(N) model at non-integer N, we find the \(C_J\)-kink along the unitarity bound lies very close to the location of the infrared (IR) O(N) CFT estimated by other methods. It is pointed out that certain level degeneracies at the IR CFT should induce these singular shapes of the unitarity bounds. As an application to the quantum and classical spin systems, we also predict critical exponents associated with the \(\mathcal {N}=1\) supersymmetry, which could be relevant for locating the corresponding fixed point in the phase diagram.

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Notes

  1. This dimension of the relevant operator in T-sector is denoted by \(\Delta _T\) following the convention in [3]. This “T” should not be confused with the stress-energy tensor \(T^{\mu \nu }\), which has spin 2 with O(D) rotations and the fixed scaling dimension D.

  2. One further issue that we were not able to discuss here is a logarithmic nature of the \(N=0\) CFT, which is related to the collision of the dimensions \(\Delta _T \rightarrow \Delta _S\) (see the references cited in Sect. 5, especially interesting [10]). Since the logarithmic CFT may be regarded as a limit of ordinary CFT, it is also possible that a certain scaling of the CFT data including \(\lambda _{\phi \phi }^{T^{\mu \nu }}\) in \(N\rightarrow 0\) may help bootstrapping the theory at \(N=0\).

  3. The non-renormalization of these dimensions is due to the topological property of the O(N)-vertex: \(\sum _{d} \delta _{cd}\cdot \left( \delta _{ab}\delta _{cd} + \delta _{ac}\delta _{bd} + \delta _{ad}\delta _{bc} \right) =(N+2)\delta _{ab}\), which vanishes at \(N=-2\), regardless of the space dimension D [15].

  4. It is also well known in 2D that \(d_F=4/3\) coincides with the Flory value [40] \(d_F=\nu ^{-1}\sim (D+2)/3\).

  5. This paper focuses on the approach to \(N=0\) through \(\Delta _T\). However, some crudest benchmark for the singlet dimension is possible using \(\Delta _S(1)=1.41264(6)\) obtained for the Ising model [42] as follows: \(\Delta _S(0)=1.41264(6)+(-1)\times (0.1238(28)+0.1017(35))/2=1.300(22)\), which is consistent with \(\Delta _T(0)\) in Sect. 4.3 as expected.

  6. For 1 / N coefficient, there is a mismatch by a factor 2 between (4.25) and (6.8) of [9]. Our results on the slope (29) in Fig. 3 as well as [48,49,50] supports the value \(-64/9\pi ^2\) in (27) reproduced from (4.25). Also by using a Padé analysis on (28), the universal curves \(\Delta _\phi \)\(\Delta _S\) and \(\Delta _\phi \)\(\Delta _T\) in Fig. 1 can be drawn, which will be discussed elsewhere.

  7. We thank Tomoki Ohtsuki for pointing out that similar kinks in \(C_J\) can be observed via the direct \(C_J\) minimization in \(D=3\) [54] for \(N\geqslant 2\), and Yu Nakayama for further discussions. For \(C_T\) in 3D, it is known that the direct \(C_T\) minimization reproduces \(C_T\) along the unitarity bound (via \(\Delta _{S}\)-maximization) for \(N=1\), but not for generic \(N>2\) [3]. It is possible to check similar characteristics are shared by \(C_J\) in 3D. It would be also interesting to study the implication of these phenomena on the solution space of the crossing symmetry.

  8. In view of the picture that there are infinitely many \(\mathbb {Z}_2\) symmetric primary operators above \(\varepsilon =:\phi ^2:\) whose levels are separated by non-trivial intervals and may be repulsive to each other, the observed straightness of the lowest level \(\Delta _{\phi ^2}\) on the right side of the kink (\(\Delta _\phi >\Delta _{\phi ;\; \text {Ising}}\)) is also remarkable.

  9. Another important example of a singlular OPE coefficient in \(N\rightarrow 0\) may be \(\lambda ^\varepsilon _{\varepsilon \varepsilon }\) for three energy operators, which would play a role in the mixed correlator bootstrap [43]. The physical origin of the divergence of \(\lambda ^\varepsilon _{\varepsilon \varepsilon }\) can be traced back to the strong repulsion between the loop segments \(\varepsilon \) in the \(O(N\rightarrow 0)\) loop model [60].

  10. Around \(N=1\) the saturation of (33) may not be so serious as the kink in \(\Delta _{S}\) appears around the expected Ising position, which should be consistent with our observation that the OPE coefficient \(\lambda ^T_{1,0}\) of the (unphysical) level \(\Delta _T=1\) is negligible compared to those for other operators. However, below \(N=1\) this makes much difference: for instance, a kink in \(\Delta _S\) emerges even in \(N=0.1\), which was smoothed in the solution with the pure unitarity conditions. Again, it is obvious that this solution with \(\Delta _T=1\) can not represent a physical spectrum.

  11. An analogous R-bifurcation of a spin-1 operator is also observed in the \(\mathcal {N}=2\) supersymmetric (SUSY) Ising model [61], where the decoupling operator of the lower branch never touches the level of the \(J_{ab}^{\mu }\) at \(\Delta =2\). It is also remarkable that the \(N=0\) model has a twisted \(\mathcal {N}=2\) SUSY in 2D [62], whose origin, the presence of underlying Osp(2M, 2M) for any M in \(N=0\) [63], is actually independent of the space dimension D.

  12. This L-bifurcation of \(\Delta ^{(2)}_S\) (dimension for \(\mathcal {E}'=:E^2:\) with \(E=\sum _a \phi _a^2\)) is accompanied by a level crossing of \(\Delta ^{(2)}_T\) (dimension for \(:EF_{ab}:\) with \(F_{ab}=\phi _a\phi _b-E/N\)) and \(\Delta ^{(3)}_T\) for \(N\geqslant 1\). In the Ising model, \(\Delta ^{(2)}_S\) becomes \(\Delta _{\phi ^4}\sim 3.8\), which gives the correction to scaling exponent \(\omega \sim 0.8\). In the XY model (\(N=2\)), we reproduce \(\Delta ^{(2)}_T\sim 3.65\) [64,65,66]. More detailed study of the subleading spectrum is beyond the scope of this work.

  13. A recent MC result \(\gamma =1.156957(9)\) [68] amounts to \(\Delta _\phi =0.515518(13)\) via the scaling relation \(2-\eta =\gamma /\nu \), although one may distinguish it from the direct measurement of \(\eta \) [17]. It is also possible that (37) shifts systematically to a larger value if the truncation \(\mathcal {K}\) gets higher as no extrapolations is performed for \(\Delta _\phi \).

  14. It is equivalent to find the intercept at \(x=0\) in the linear fit for the data \((x,y)=(1/\mathcal {K}^{p}, {\Delta _{T}}^{*}(\mathcal {K}))\).

  15. It would be interesting to study this slope a as a function of \(D<4\), though it is beyond the scope here (see [25] for related figures). One ad-hoc interpolation between the two values \(a\sim 3\) (\(D=3\)) and \(a=8/3\) (\(D=2\)) is \(a=2(6-D)/(5-D)\) inspired by the approximate coincidence of a with the critical dimensions where \(\phi ^6\) and \(\phi ^8\) becomes RG marginal.

  16. The same approximate value \(\Delta _{\phi }=0.565\) has recently been appeared in the fermion bootstrap [71].

  17. Numerical accuracy in the Monte-Carlo simulation [12] has still to be improved to measure the exponents at this particular tricritical point. We thank the author, Y. Kato for useful discussions and clarification on the related work [72].

  18. Another identification \(\Delta _{\phi ^2}^{\mathcal {N}=1}\rightarrow \Delta _\varepsilon \) yields \(\nu \sim 0.701\), which seem to agree with four estimates for \(\nu \) (\(\sim 0.71\)) by the functional RG [77] for the \(\mathcal {N}=1\) UV Lagrangian. Note that the latter \(\nu \) is not meant for a physical realization (e.g. the Blume-Capel model) and is just an indication that \(\Delta _{\phi ^2}^{\mathcal {N}=1}\) computed from the mass renormalization may agree with the conformal bootstrap. In the 2D \(\mathcal {N}=1\) fixed point, for instance, the observed value \(2-\alpha =d\nu =10/9\sim 1.11\) [78] follows from \(\Delta _{\phi }^{\mathcal {N}=1}=1/5\), but not from \(\Delta _{\phi ^2}^{\mathcal {N}=1}\).

  19. These norms are considered in the AdS\(_4\)/CFT\(_3\) holography for large N. We thank Tassos Petkou for pointing out that there would be an interesting physics also for small N, where the bulk degrees of freedom in this higher-spin holography may be related with a polymer-like product of the singletons [87] in the replica limit.

  20. The same idea applies to the case \(N >1\). For some \(N\geqslant 2\), \(\Delta _T\) has been determined from the conformal bootstrap [3]. For instance, we will have \(d_F=1.76437(108)\) for the high-temperature graphs in the XY model (\(N=2\)), which agrees with the simulations \(d_F=1.7626(66)\) [11], 1.7655(20) [88], and 1.765(3) [17].

  21. In the process, this computation naturally reproduces the \(\tau \)-series for \(y_2=3-\Delta _T\) in [90].

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Acknowledgements

The work of H. S. is supported by JSPS KAKENHI Grant-in-Aid 15K13540. S. H. and H. S. are supported by JSPS KAKENHI Grant-in-Aid 16K05491. We thank Édouard Brézin, Ferdinando Gliozzi, Yasuyuki Kato, Yoshitomo Kamiya, Shinsuke Kawai, Andreas Läuchli, Jonathan Miller, Yu Nakayama, Tassos Petkou, Hirotaka Sugawara, and Slava Rychkov for valuable discussions and correspondences. We thank useful comments from Nikolay Bobev, Giacomo Gori, Matthijs Hogervorst, Jesper Jacobsen, Tomoki Ohtsuki, Miguel Paulos, Marco Serone, Andrea Trombettoni, and Alessandro Vichi. We thank the Galileo Galilei Institute for Theoretical Physics for the hospitality and the INFN for partial support during the completion of this work.

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Correspondence to Hirohiko Shimada.

Computations on the N-derivatives by the Fixed Dimension RG

Computations on the N-derivatives by the Fixed Dimension RG

We use the fixed dimension RG (\(D=3\)) augmented by the pseudo-\(\epsilon \) series [89] to circumvent the accumulation of the intermediate systematic error due to the determination of the coupling \(g^*\) at the non-trivial fixed point. The beta function is generalized by a new parameter \(\tau \) such that at \(\tau =1\) it reduces to the original beta function \(\beta (g)\) in 3D:

$$\begin{aligned} \beta (g,\tau )= - \tau g + \beta _2(g), \end{aligned}$$
(49)

where \(\beta _2(g)\equiv \beta (g)+g\) starts at order \(g^2\) with a positive coefficient of order 1. Then the critical exponents can be expanded in \(\tau \) by eliminating g by using \(g=g^*(\tau )\) which solves \(\beta (g^*,\tau )=0\). We compute the \(\tau \)-series for the derivatives of \(\Delta _S\) and \(\Delta _T\) at the degeneration point (\(N=0\)) based on the six-loop 3D RG results for \(\beta (g)\), \(\eta \), \(\gamma ^{-1}\) [41] and \(\eta _T=\eta +\phi _2/\nu -2\) [69]. The results are,Footnote 21

$$\begin{aligned} \left. \frac{\partial }{\partial N}\right| _{N=0}\Delta _S=&\frac{3}{32}\tau +0.0241609 \tau ^2+0.0036762 \tau ^3\nonumber \\&+0.0021794 \tau ^4+0.0004817 \tau ^5-0.0019009 \tau ^6+\mathcal {O}\left( \tau ^7\right) \nonumber \\ =&\frac{3}{32} \epsilon +0.0361328 \epsilon ^2-0.0198967 \epsilon ^3+0.0380668 \epsilon ^4-0.0611648 \epsilon ^5+\mathcal {O}\left( \epsilon ^6\right) ,\end{aligned}$$
(50)
$$\begin{aligned} \left. \frac{\partial }{\partial N}\right| _{N=0}\Delta _T=&-\frac{1 }{32}\tau -0.0099826 \tau ^2 +0.0049121 \tau ^3\nonumber \\&\quad -0.0029128 \tau ^4+0.0066431 \tau ^5-0.0101052 \tau ^6+\mathcal {O}\left( \tau ^7\right) \nonumber \\ =&-\frac{1}{32} \epsilon -0.0146484\epsilon ^2+0.032921\epsilon ^3+0.028875\epsilon ^4+ \mathcal {O}\left( \epsilon ^5\right) , \end{aligned}$$
(51)

where we also show the derivatives computed from \(\epsilon =4-d\) expansion up to known orders [91, 92] just for comparison. Since both \(\tau \)-series do not show strong asymptotic behaviors with factorial growth of coefficients up to the orders presented, even the naive direct summation of the series would be of some use; in particular, it is clearly better than the direct sum of the \(\epsilon \)-expansion.

Table 5 The Padé table for the derivative \(\partial \Delta _S(0)/\partial N\)
Table 6 The Padé table for \(\partial \Delta _T(0)/\partial N \)

A simple Padé analysis, however, may improve the stability of analysis as usual. This can be irrustrated as follows. We show the values from the Padé approximants [M / L] for these derivatives in Tables 5 and 6, respectively. The positive real poles closest to \(\tau =1\) are shown in brackets for the six-loops (anti-diagonals \(L+M=6\)) and five-loops (\(L+M=5\)) order approximants. For each derivative, the data occuring with a pole in [0.5, 1.5] (indicated by \(^*\)) is omitted since it is rather close to \(\tau =1\), where the series is to be evaluated. As a simple estimate, we take the average of the six and five-loops and the maximum deviation as an error. This gives the value quoted in (10) and (11) in the text.

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Shimada, H., Hikami, S. Fractal Dimensions of Self-Avoiding Walks and Ising High-Temperature Graphs in 3D Conformal Bootstrap. J Stat Phys 165, 1006–1035 (2016). https://doi.org/10.1007/s10955-016-1658-x

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