We study the spreading dynamics on graphs with a power law degree
distribution p_k ~ k^-gamma with 2<gamma<3, as an example of a branching
process with diverging reproductive number. We provide evidence that the
divergence of the second moment of the degree distribution carries as a
consequence a qualitative change in the growth pattern, deviating from the
standard exponential growth. First, the population growth is extensive, meaning
that the average number of vertices reached by the spreading process becomes of
the order of the graph size in a time scale that vanishes in the large graph
size limit. Second, the temporal evolution is governed by a polynomial growth,
with a degree determined by the characteristic distance between vertices in the
graph. These results open a path to further investigation on the dynamics on
networks.Comment: Phys. Rev. Lett. (in press