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Hidden higher-order vulnerabilities in simplicial complexes revealed by fixed-index spectral robustness
Phys. Rev. E 114, 034304 – Published 8 September, 2026
DOI: https://doi.org/10.1103/n4ps-wmd7
Abstract
Robustness of simplicial complexes under triangle deletion is often characterized by the instantaneous smallest positive eigenvalue of the Hodge 1-Laplacian. We show that this observable can change spectral index when the kernel grows, and therefore it need not follow the same nonharmonic edge-space eigenmode along the deletion process. To remove this ambiguity, we define fixed-index spectral robustness by monitoring the eigenvalue whose index is selected by the first nonzero eigenvalue of the intact complex. The corresponding triangle sensitivity follows from first-order perturbation theory and identifies simplices that produce the steepest initial decrease of this monitored eigenvalue. Across synthetic and empirical clique complexes, a small fraction of triangles can drive the monitored eigenvalue to zero while the 1-skeleton and graph-level robustness measures remain unchanged. These results show that higher-order robustness is a genuinely simplicial spectral property that cannot be inferred from graph-level connectivity alone.
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References (32)
- F. Battiston, G. Cencetti, I. Iacopini, V. Latora, M. Lucas, A. Patania, J.-G. Young, and G. Petri, Networks beyond pairwise interactions: Structure and dynamics, Phys. Rep. 874, 1 (2020).
- V. Salnikov, D. Cassese, and R. Lambiotte, Simplicial complexes and complex systems, Eur. J. Phys. 40, 014001 (2019).
- G. Bianconi, Higher-order Networks: An Introduction to Simplicial Complexes (Cambridge University Press, Cambridge, UK, 2021).
- F. Battiston, E. Amico, A. Barrat, G. Bianconi, G. F. de Arruda, B. Franceschiello, I. Iacopini, S. Kéfi, V. Latora, Y. Moreno, M. M. Murray, T. P. Peixoto, F. Vaccarino, and G. Petri, The physics of higher-order interactions in complex systems, Nat. Phys. 17, 1093 (2021).
- K. Luo, Z. Cai, Z. Liu, S. Guan, and Y. Zou, Effects of uncommon non-isochronicities on remote synchronization, Chaos Solitons Fract. 181, 114705 (2024).
- K. Luo, Hierarchical synchronization and distortion scaling in social media networks: A fractal-like topology theory, Chaos Solitons Fract. 202, 117581 (2026).
- G. Petri, P. Expert, F. Turkheimer, R. L. Carhart-Harris, D. Nutt, P. J. Hellyer, and F. Vaccarino, Homological scaffolds of brain functional networks, J. R. Soc. Interface. 11, 20140873 (2014).
- C. Giusti, R. Ghrist, and D. S. Bassett, Two's company, three (or more) is a simplex, J. Comput. Neurosci. 41, 1 (2016).
- A. E. Sizemore, C. Giusti, A. Kahn, J. M. Vettel, R. F. Betzel, and D. S. Bassett, Cliques and cavities in the human connectome, J. Comput. Neurosci. 44, 115 (2018).
- A. R. Benson, D. F. Gleich, and J. Leskovec, Higher-order organization of complex networks, Science 353, 163 (2016).
- O. T. Courtney and G. Bianconi, Weighted growing simplicial complexes, Phys. Rev. E 95, 062301 (2017).
- N. Linial and R. Meshulam, Homological connectivity of random 2-complexes, Combinatorica 26, 475 (2006).
- R. Meshulam and N. Wallach, Homological connectivity of random -dimensional complexes, Random Struct. Algor. 34, 408 (2009).
- O. Bobrowski and M. Kahle, Topology of random geometric complexes: A survey, J. Appl. Comput. Topol. 1, 331 (2018).
- B. Eckmann, Harmonische Funktionen und Randwertaufgaben in einem Komplex, Comment. Math. Helv. 17, 240 (1944).
- D. Horak and J. Jost, Spectra of combinatorial Laplace operators on simplicial complexes, Adv. Math. 244, 303 (2013).
- X. Jiang, L.-H. Lim, Y. Yao, and Y. Ye, Statistical ranking and combinatorial Hodge theory, Math. Program. 127, 203 (2011).
- L.-H. Lim, Hodge Laplacians on graphs, SIAM Rev. 62, 685 (2020).
- M. T. Schaub, A. R. Benson, P. Horn, G. Lippner, and A. Jadbabaie, Random walks on simplicial complexes and the normalized Hodge 1-Laplacian, SIAM Rev. 62, 353 (2020).
- S. Barbarossa and S. Sardellitti, Topological signal processing over simplicial complexes, IEEE Trans. Sign. Process. 68, 2992 (2020).
- D. S. Callaway, M. E. J. Newman, S. H. Strogatz, and D. J. Watts, Network robustness and fragility: Percolation on random graphs, Phys. Rev. Lett. 85, 5468 (2000).
- R. Cohen, K. Erez, D. ben Avraham, and S. Havlin, Breakdown of the Internet under intentional attack, Phys. Rev. Lett. 86, 3682 (2001).
- R. Albert, H. Jeong, and A.-L. Barabási, Error and attack tolerance of complex networks, Nature (London) 406, 378 (2000).
- F. Morone and H. A. Makse, Influence maximization in complex networks through optimal percolation, Nature (London) 524, 65 (2015).
- A. Braunstein, L. Dall'Asta, G. Semerjian, and L. Zdeborová, Network dismantling, Proc. Natl. Acad. Sci. USA 113, 12368 (2016).
- S. Mukherjee and J. Steenbergen, Random walks on simplicial complexes and harmonics, Random Struct. Algor. 49, 379 (2016).
- O. Parzanchevski and R. Rosenthal, Simplicial complexes: Spectrum, homology and random walks, Random Struct. Algor. 50, 225 (2017).
- J. Steenbergen, C. Klivans, and S. Mukherjee, A Cheeger-type inequality on simplicial complexes, Adv. Appl. Math. 56, 56 (2014).
- T. Kato, Perturbation Theory for Linear Operators, 2nd ed. (Springer, Berlin, 1995).
- G. W. Stewart and J.-g. Sun, Matrix Perturbation Theory (Academic Press, Boston, 1990).
- A. Davis, B. B. Gardner, and M. R. Gardner, Deep South: A Social Anthropological Study of Caste and Class (University of Chicago Press, Chicago, 1941).
- R. A. Rossi and N. K. Ahmed, The network data repository with interactive graph analytics and visualization, in Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, edited by B. Bonet and S. Koenig (AAAI Press, Palo Alto, CA, 2015), pp. 4292–4293.