  We prove in the general framework of noncommutative geometry that the inner
fluctuations of the spectral action can be computed as residues and give
exactly the counterterms for the Feynman graphs with fermionic internal lines.
We show that for geometries of dimension less or equal to four the obtained
terms add up to a sum of a Yang-Mills action with a Chern-Simons action.
