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Tensor renormalization group approach to critical phenomena via symmetry-twisted partition functions

Shinichiro Akiyama, Raghav G. Jha, Jun Maeda, Yuya Tanizaki, Judah Unmuth-Yockey

TL;DR

This work develops a tensor renormalization group (TRG) framework to efficiently compute symmetry-twisted partition functions $Z[A]$ and uses their ratios to diagnose spontaneous symmetry breaking (SSB) and critical behavior. By enforcing symmetry constraints in the tensor network, the authors evaluate twisted partition functions and perform finite-size scaling to extract critical temperatures and exponents, as well as the helicity modulus for Berezinskii-Kosterlitz-Thouless (BKT) transitions. They demonstrate the approach on the 2D Ising model (discrete $\mathbb{Z}_2$ symmetry) and the 3D $O(2)$ model (continuous $U(1)$ symmetry), obtaining $T_c$ and $\nu$ for the latter and confirming CFT predictions at criticality for the former. They also directly compute the helicity modulus in the 2D $O(2)$ model to determine the BKT transition temperature $T_{\mathrm{BKT}}$, finding results in agreement with established literature. Overall, the work shows that twisted partition functions, computed via TRG, provide a powerful tool for extracting universal low-energy data from lattice models with global symmetries, with potential extensions to generalized $O(2)$ models and gauge theories.

Abstract

The locality of field theories strongly constrains the possible behaviors of symmetry-twisted partition functions, and thus they serve as order parameters to detect low-energy realizations of global symmetries, such as spontaneous symmetry breaking (SSB). We demonstrate that the tensor renormalization group (TRG) offers an efficient framework to compute the symmetry-twisted partition functions, which enables us to detect the symmetry-breaking transition and also to study associated critical phenomena. As concrete examples of SSB, we investigate the two-dimensional (2D) classical Ising model and the three-dimensional (3D) classical $O(2)$ nonlinear sigma model, and we identify their critical points solely from the twisted partition function. By employing the finite-size scaling argument, we find the critical temperature $T_c=2.2017(2)$ with the critical exponent $ν= 0.663(33)$ for the 3D $O(2)$ model. In addition, we also study the Berezinskii-Kosterlitz-Thouless (BKT) criticality of the 2D classical $O(2)$ model by extracting the helicity modulus from the twisted partition functions, and we obtain the BKT transition temperature, $T_{\mathrm{BKT}}=0.8928(2)$.

Tensor renormalization group approach to critical phenomena via symmetry-twisted partition functions

TL;DR

This work develops a tensor renormalization group (TRG) framework to efficiently compute symmetry-twisted partition functions and uses their ratios to diagnose spontaneous symmetry breaking (SSB) and critical behavior. By enforcing symmetry constraints in the tensor network, the authors evaluate twisted partition functions and perform finite-size scaling to extract critical temperatures and exponents, as well as the helicity modulus for Berezinskii-Kosterlitz-Thouless (BKT) transitions. They demonstrate the approach on the 2D Ising model (discrete symmetry) and the 3D model (continuous symmetry), obtaining and for the latter and confirming CFT predictions at criticality for the former. They also directly compute the helicity modulus in the 2D model to determine the BKT transition temperature , finding results in agreement with established literature. Overall, the work shows that twisted partition functions, computed via TRG, provide a powerful tool for extracting universal low-energy data from lattice models with global symmetries, with potential extensions to generalized models and gauge theories.

Abstract

The locality of field theories strongly constrains the possible behaviors of symmetry-twisted partition functions, and thus they serve as order parameters to detect low-energy realizations of global symmetries, such as spontaneous symmetry breaking (SSB). We demonstrate that the tensor renormalization group (TRG) offers an efficient framework to compute the symmetry-twisted partition functions, which enables us to detect the symmetry-breaking transition and also to study associated critical phenomena. As concrete examples of SSB, we investigate the two-dimensional (2D) classical Ising model and the three-dimensional (3D) classical nonlinear sigma model, and we identify their critical points solely from the twisted partition function. By employing the finite-size scaling argument, we find the critical temperature with the critical exponent for the 3D model. In addition, we also study the Berezinskii-Kosterlitz-Thouless (BKT) criticality of the 2D classical model by extracting the helicity modulus from the twisted partition functions, and we obtain the BKT transition temperature, .
Paper Structure (12 sections, 42 equations, 10 figures)

This paper contains 12 sections, 42 equations, 10 figures.

Figures (10)

  • Figure 1: $Z_{-1}/Z_{1}$ in the 2D Ising model. The vertical dashed line indicates the exact critical point $T_{c}=2/(\log(1+\sqrt{2}))$. The horizontal dashed line denotes the exact value of $Z_{-1}/Z_{1}$ for the 2D Ising CFT, which is given by Eq. \ref{['eq:exact_zpz_2DIsing']}. The computation is done by the BTRG with the bond dimension $D_{\rm BTRG}=64$.
  • Figure 2: $Z_{-1}/Z_{1}$ as a function of $\log_{2}L$ in the 2D Ising model, with the temperature deviation $\Delta T=1.0\times10^{-6}$ from the critical point. The horizontal dashed line denotes the exact value of $Z_{-1}/Z_{1}$ for 2D Ising CFT. The computation is done by the BTRG with the bond dimension $D_{\rm BTRG}=64$.
  • Figure 3: Finite-size scaling analysis for $Z_{-1}/Z_{1}$ as a function of $tL$ in the 2D Ising model. The results of different volumes follow the universal curve as a function of $tL$ with $t=(T-T_c)/T_c$. The computation is done by the BTRG with the bond dimension $D_{\rm BTRG}=64$.
  • Figure 4: $Z_{\alpha=\pi}/Z_{0}$ in the 3D $O(2)$ model. The vertical dashed line indicates the critical point $T_c^{\mathrm{(MC)}} = 2.2018441(5)$ obtained by the Monte Carlo simulation in Ref. Xu:2019mvy. The gray band denotes the value of $Z_{\alpha=\pi}/Z_{\alpha=0}$ at the critical point from the Monte Carlo simulation with $L=2^{4}$Gottlob_1994. The twisted partition function gives a clear signal for the $U(1)$ symmetry breaking. The computation is done by the ATRG with the bond dimension $D_{\rm ATRG}=96$.
  • Figure 5: Finite-size scaling analysis for $Z_{\alpha=\pi}/Z_{0}$ in the 3D $O(2)$ model. $Z_{\alpha=\pi}/Z_0$ with different volumes follow the universal curve when they are plotted as a function of $tL^{1/\nu}$. The computation is done by the ATRG with the bond dimension $D_{\rm ATRG}=96$.
  • ...and 5 more figures