A review on quantum graphs: From mathematical foundations to applications

Document Type : Original Article

Authors

Department of Mathematics, School of Advanced Sciences, Vellore Institute of Technology, Vellore, India

Abstract
Quantum graphs provide a rigorous framework for modelling quantum dynamics on network-like structures, where edges represent one-dimensional wires and vertices encode interaction conditions. Since their introduction as models for wave propagation and molecular systems, quantum graphs have grown to become an essential tool in mathematical physics, providing information on spectral, transport, and scattering phenomena. The mathematical foundations of quantum graphs are reviewed in this review, covering self-adjoint operators, metric graph formalisms, and vertex conditions that control the behaviour of wave functions. Next, we discuss important developments in spectrum theory that make quantum graphs strong models for quantum chaos and universal spectral statistics, including resonance features, eigenfunction statistics, and spectral gap optimisation. Stability analyses and inverse spectrum problems broaden the theoretical scope of the framework, while extensions to leaky, transparent, and random quantum graphs show how versatile it is. The survey emphasises the function of quantum graphs as a link between discrete and continuous models by combining these viewpoints. We conclude by describing open difficulties in the areas of spectral invariants and random graph models.

Keywords

Subjects

[1] Alon, L., Band, R., & Berkolaiko, G. (2018). Nodal statistics on quantum graphs. Communications in Mathematical Physics, 362(3), 909-948.
[2] Alon, L., Band, R., & Berkolaiko, G. (2024). Universality of nodal count distribution in large metric graphs. Experimental Mathematics, 33(2), 301-335.
[3] Anantharaman, N., & Sabri, M. (2019). Quantum ergodicity on graphs: from spectral to spatial delocalization. Annals of Mathematics, 189(3), 753-835.
[4] Anderson, P. W. (1958). Absence of diffusion in certain random lattices. Physical review, 109(5):1492. 5.4387.
[5] Annoni, E., Frigerio, M., & Paris, M. G. (2024). Enhanced quantum transport in chiral quantum walks: E. Annoni et al. Quantum Information Processing, 23(4), 117.
[6] Avdonin, S. and Kurasov, P. (2008). Inverse problems for quantum trees. Inverse Probl. Imaging, 2(1):121. 5.2390.
[7] Band, R., & Charron, P. (2023). Sturm-Hurwitz Theorem for quantum graphs. arXiv preprint arXiv:2310.03877.
[8] Baptista, L., & Hofmann, M. (2025). On Courant-type bounds and spectral partitioning via Neumann domains on quantum graphs. arXiv preprint arXiv:2509.13228.
[9] Berkolaiko, G. (2013). Nodal count of graph eigenfunctions via magnetic perturbation. Analysis & PDE, 6(5), 1213-1233.
[10] Berkolaiko, G., & Kuchment, P. (2013). Introduction to quantum graphs (No. 186). American Mathematical Soc.
[11] Berkolaiko, G., & Kuchment, P. (2022). Spectral shift via lateral perturbation. Journal of Spectral Theory, 12(1),83-104.
[12] Berkolaiko, G., Schanz, H., & Whitney, R. S. (2003). Form factor for a family of quantum graphs: an expansion to third order. Journal of Physics A: Mathematical and General, 36(31), 8373-8392. 
[13] Campbell, J., & Dooley, J. (2025). Optimization of Bottlenecks in Quantum Graphs Guided by Fiedler Vector-Based Spectral Derivatives. arXiv preprint arXiv:2506.07875. 
[14] Chung, F. R. (1997). Spectral graph theory (Vol. 92). American Mathematical Soc.
[15] Datta, S. (1997). Electronic transport in mesoscopic systems. Cambridge university press.
[16] Davies, E. B., Exner, P., & Lipovský, J. (2010). Non-Weyl asymptotics for quantum graphs with general coupling conditions. Journal of Physics A: Mathematical and Theoretical, 43(47), 474013. 
[17] Exner, P. (2007). Leaky quantum graphs: a review. arXiv preprint arXiv:0710.5903. 
[18] Exner, P. (Ed.). (2008). Analysis on Graphs and Its Applications: Isaac Newton Institute for Mathematical Sciences, Cambridge, UK, January 8-June 29, 2007 (Vol. 77). American Mathematical Soc.
[19] Exner, P. (2011). Vertex couplings in quantum graphs: approximations by scaled Schrödinger operators. In Mathematics In Science And Technology: Mathematical Methods, Models and Algorithms in Science and Technology (pp. 71-92).
[20] Exner, P., & Post, O. (2005). Convergence of spectra of graph-like thin manifolds. Journal of Geometry and Physics, 54(1), 77-115.
[21] Exner, P., & Rohleder, J. (2025, April). Optimization of quantum graph eigenvalues with preferred orientation vertex conditions. In Annales Henri Poincaré (pp. 1-31). Cham: Springer International Publishing. 
[22] Exner, P., & Turek, O. (2007). Approximations of singular vertex couplings in quantum graphs. Reviews in Mathematical Physics, 19(06), 571-606.
[23] Fulling, S. A. (2005). Local spectral density and vacuum energy near a quantum graph vertex. arXiv preprint math/0508335
[24] Georgescu, C. A., Schalkers, M. A., & Möller, M. (2025). qlbmA quantum lattice Boltzmann software framework. Computer Physics Communications, 315, 109699.
[25] Ghutishvili, T., Chen, L., Anlage, S. M., & Antonsen, T. M. (2023). Impedance statistics of cable networks that model quantum graphs. Physical Review Research, 5(3), 033195. 
[26] Gnutzmann II, S., & Smilansky, U. (2006). Quantum graphs: Applications to quantum chaos and universal spectral statistics. Advances in Physics, 55(5-6), 527-625.
[27] Goodman, R. H., Conte, G., & Marzuola, J. L. (2025). QGLAB: A MATLAB package for computations on quantum graphs. SIAM Journal on Scientific Computing, 47(2), B428-B453. 
[28] Gutkin, B., & Smilansky, U. (2001). Can one hear the shape of a graph?. Journal of Physics A: Mathematical and General, 34(31), 6061-6068. 
[29] Harrell II, E. M., & Maltsev, A. V. (2024). On topological bound states and secular equations for quantum-graph eigenvalues. Journal of Spectral Theory, 14(2), 619-639. 4.
[30] Hofmann, M., Kennedy, J. B., Mugnolo, D., & Plümer, M. (2021, November). On Pleijels nodal domain theorem for quantum graphs. In Annales Henri Poincaré (Vol. 22, No. 11, pp. 3841-3870). Cham: Springer International Publishing.
[31] Ingremeau, M. (2022). Scattering resonances of large weakly open quantum graphs. Pure and Applied Analysis, 4(1), 49-83.
[32] Ingremeau, M. (2022). A trace formula for scattering resonances of unbalanced quantum graphs. arXiv preprint arXiv:2206.12460. 
[33] Kempe, J. (2003). Quantum random walks: an introductory overview. Contemporary Physics, 44(4), 307-327. 
[34] Kennedy, J. (2024). Geometric spectral theory of quantum graphs. Communications in Mathematics, 32. 
[35] Kostrykin, V., & Schrader, R. (1999). Kirchhoff’s rule for quantum wires. Journal of Physics A: Mathematical and General, 32(4), 595-630. 
[36] Kottos, T., & Smilansky, U. (1997). Quantum chaos on graphs. Physical review letters, 79(24), 4794. 
[37] Kottos, T., & Smilansky, U. (1999). Periodic orbit theory and spectral statistics for quantum graphs. Annals of Physics, 274(1), 76-124. 
[38] Kuchment, P. (2003). Quantum graphs: I. Some basic structures. Waves in Random media, 14(1), S107.
[39] Kuchment, P. (2005). Quantum graphs: II. Some spectral properties of quantum and combinatorial graphs. Journal of Physics A: Mathematical and General, 38(22), 4887-4900. 
[40] Kurasov, P. (2024). Spectral geometry of graphs (p. 639). Springer Nature.
[41] Lavrukhine, A. A., Popov, A. I., & Popov, I. Y. (2023). On transparent vertex boundary conditions for quantum graphs: AA Lavrukhine et al. Indian Journal of Physics, 97(7), 2095-2102. 
[42] awniczak, M., Kurasov, P., Bauch, S., Biaous, M., Akhshani, A., & Sirko, L. (2021). A new spectral invariant for quantum graphs. Scientific Reports, 11(1), 15342.
[43] Matsuda, J. (2024). Algebraic connectedness and bipartiteness of quantum graphs. Communications in Mathematical Physics, 405(8), 185.
[44] Miroshnichenko, A. E., Flach, S., & Kivshar, Y. S. (2010). Fano resonances in nanoscale structures. Reviews of Modern Physics, 82(3), 2257-2298. 
[45] Mohseni, M., Rebentrost, P., Lloyd, S., & Aspuru-Guzik, A. (2008). Environment-assisted quantum walks in photosynthetic energy transfer. The Journal of chemical physics, 129(17). 
[46] Pauling, L. (1936). The diamagnetic anisotropy of aromatic molecules. The Journal of chemical physics, 4(10), 673-677.
[47] Pauling, L. (1992). The nature of the chemical bond1992. Journal of Chemical Education, 69(7), 519.
[48] Plümer, M., & Täufer, M. (2021). On fully supported eigenfunctions of quantum graphs. Letters in Mathematical Physics, 111(6), 153.
[49] Post, O. (2012). Spectral analysis on graph-like spaces (Vol. 2039). Springer. 
[50] Silva, A. A., Bazeia, D., & Andrade, F. M. (2025). Entangled states from simple quantum graphs. Journal of Physics A: Mathematical and Theoretical, 58(43), 43LT01. 6.3
[51] Sofer, G. (2022). Spectral curves of quantum graphs with δ s type vertex conditions. arXiv preprint arXiv:2212.09143. 
[52] Yu, Y. C., & Cai, X. (2023). Controlled transport in chiral quantum walks on graphs. New Journal of Physics, 25(8), 083034.
Volume 7, Issue 2
Spring 2026
Pages 125-136

  • Receive Date 23 October 2025
  • Revise Date 28 November 2025
  • Accept Date 29 November 2025