Powers of Magnetic Graph Matrix: Fourier Spectrum, Walk Compression, and Applications

Yinan Huang, David F. Gleich, Pan Li

Magnetic graphs, originally developed to model quantum systems under magnetic fields, have recently emerged as a powerful framework for analyzing complex directed networks. Existin…