Thirty years ago, H.E. Stanley showed that an O(n) spin model on a lattice
tends to a spherical model as n --> infinity. This means that at any temper
ature the corresponding free energies coincide. This fundamental result is
no longer valid on more general discrete structures lacking in translation
invariance, i.e., on graphs. However, only the singular parts of the free e
nergies determine the critical behavior of the two statistical models. Here
we show that for ferromagnetic models such singular parts still coincide e
ven on graphs in the thermodynamic limit. This implies that the critical ex
ponents of O(n) models on graphs for n --> infinity tend to the spherical o
nes and depend only on the graph spectral dimension.