In the following we show how, in the stochastic variant of the Generalized Active Space approach (Stochastic-GAS), occupation number constraints can be incorporated into the new weighted sampling scheme for singles and how the weighted particle-selection for single and double excitations can improve the GAS performance. In the following we offer a brief summary of the GAS concept. Details on the Stochastic-GAS algorithm can be found in Reference 10.