A quantitative structure-property modeling of the enthalpy of formation from elements by means of correlation weighting of local invariants of atomic orbital molecular graphs (AOMGs) is presented. The method is applied to a set comprising 51 hydrocarbon molecules and results are quite good, with lower average deviations than experimental uncertainties. Some possible applications and further extensions of the calculation procedure are pointed out.