- Open Access
Extracting conformal data from finite-size tensor-network flow in critical two-dimensional classical models
Phys. Rev. Research 8, 033297 – Published 10 September, 2026
DOI: https://doi.org/10.1103/sp3b-cnyg
Abstract
We present a general framework for extracting conformal data from critical two-dimensional classical lattice models using finite-size tensor-network flow. The central idea is to identify, from transfer-matrix spectra, a self-consistent finite-size window together with a crossover scale that separates the finite-size-scaling regime from the finite-entanglement-scaling regime induced by bond-dimension truncation. Within this window, the central charge, scaling dimensions, and conformal spins can be estimated without requiring a unique critical fixed-point tensor or detailed prior knowledge of the underlying conformal field theory. We benchmark the framework using three tensor-network renormalization schemes for the critical two-dimensional Ising and three-state clock models. Across schemes, we find robust universal behavior below the crossover scale, enabling accurate extraction of conformal data up to relatively high conformal levels. The analysis also yields a natural operational definition of entanglement scaling for classical tensor-network calculations and, in turn, a complementary estimator of the central charge.
Physics Subject Headings (PhySH)
Article Text
References (23)
- M. Levin and C. P. Nave, Tensor renormalization group approach to two-dimensional classical lattice models, Phys. Rev. Lett. 99, 120601 (2007).
- J. L. Cardy, Conformal invariance and universality in finite-size scaling, J. Phys. A: Math. Gen. 17, L385 (1984).
- J. L. Cardy, Operator content of two-dimensional conformally invariant theories, Nucl. Phys. B 270, 186 (1986).
- H. W. J. Blöte, J. L. Cardy, and M. P. Nightingale, Conformal invariance, the central charge, and universal finite-size amplitudes at criticality, Phys. Rev. Lett. 56, 742 (1986).
- G. Li, K. H. Pai, and Z.-C. Gu, Tensor-network renormalization approach to the q-state clock model, Phys. Rev. Res. 4, 023159 (2022).
- Z.-C. Gu and X.-G. Wen, Tensor-entanglement-filtering renormalization approach and symmetry-protected topological order, Phys. Rev. B 80, 155131 (2009).
- X. Lyu, R. G. Xu, and N. Kawashima, Scaling dimensions from linearized tensor renormalization group transformations, Phys. Rev. Res. 3, 023048 (2021).
- W. Guo and T.-C. Wei, Tensor network methods for extracting conformal field theory data from fixed-point tensors and defect coarse graining, Phys. Rev. E 109, 034111 (2024).
- T. Kennedy and S. Rychkov, Tensor RG approach to high-temperature fixed point, J. Stat. Phys. 187, 33 (2022).
- T. Kennedy and S. Rychkov, Tensor renormalization group at low temperatures: Discontinuity fixed point, Ann. Henri Poincare 25, 773 (2024).
- N. Ebel, T. Kennedy, and S. Rychkov, Tensor renormalization group meets computer assistance, arXiv:2506.03247 [cond-mat.stat-mech].
- C.-Y. Huang, Y.-C. Lu, and P. Chen, Finite-size scaling analysis of two-dimensional deformed Affleck-Kennedy-Lieb-Tasaki states, Phys. Rev. B 102, 165108 (2020).
- C.-Y. Huang, S.-H. Chan, Y.-J. Kao, and P. Chen, Tensor network based finite-size scaling for two-dimensional Ising model, Phys. Rev. B 107, 205123 (2023).
- D. Maiti, S.-H. Chan, and P. Chen, Tensor network finite-size scaling for two-dimensional 3-state clock model, New J. Phys. 27, 054601 (2025).
- S. Hong and D.-H. Kim, Logarithmic finite-size scaling correction to the leading Fisher zeros in the p-state clock model: A higher-order tensor renormalization group study, Phys. Rev. E 101, 012124 (2020).
- S. Hong and D.-H. Kim, Tensor network calculation of the logarithmic correction exponent in the XY model, J. Phys. Soc. Jpn. 91, 084003 (2022).
- Z.-Y. Xie, J. Chen, M.-P. Qin, J. W. Zhu, L. P. Yang, and T. Xiang, Coarse-graining renormalization by higher-order singular value decomposition, Phys. Rev. B 86, 045139 (2012).
- G. Fedorovich, L. Devos, J. Haegeman, L. Vanderstraeten, F. Verstraete, and A. Ueda, Finite-size scaling on the torus with periodic projected entangled-pair states, Phys. Rev. B 111, 165124 (2025).
- W. Lan and G. Evenbly, Tensor renormalization group centered about a core tensor, Phys. Rev. B 100, 235118 (2019).
- M. Hauru, G. Evenbly, W. W. Ho, D. Gaiotto, and G. Vidal, Topological conformal defects with tensor networks, Phys. Rev. B 94, 115125 (2016).
- A. Ueda and M. Oshikawa, Finite-size and finite bond dimension effects of tensor network renormalization, Phys. Rev. B 108, 024413 (2023).
- S. Iino, S. Morita, and N. Kawashima, Boundary tensor renormalization group, Phys. Rev. B 100, 035449 (2019).
- S. Iino, S. Morita, and N. Kawashima, Boundary conformal spectrum and surface critical behavior of classical spin systems: A tensor network renormalization study, Phys. Rev. B 101, 155418 (2020).