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nlin.AO2026
Hidden Higher-Order Vulnerabilities in Simplicial Complexes Revealed by Branch-Consistent Functional Robustness
Kaiming Luo
Robustness of higher-order networks is often quantified by the instantaneous smallest positive eigenvalue of the Hodge -Laplacian under simplex deletion. We show that this obser…
nlin.CD2026
Controlling synchronization dynamics via physics-informed neural networks
Kaiming Luo
Synchronization control in networked dynamical systems requires regulating not only whether coherence is achieved, but also when and to what extent it emerges. We propose a physics…