@article{graphlearningshouldmovebeyondrestrictive, title = {Graph Learning Should Move Beyond Restrictive Views of Spectral and Message-Passing GNNs}, author = {Antonis Vasileiou and Juan Cervino and Pascal Frossard and Charilaos I. Kanatsoulis and Christopher Morris and Michael T. Schaub and Pierre Vandergheynst and Zhiyang Wang and Guy Wolf and Ron Levie}, year = {2026}, eprint = {2602.10031}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.10031}, }