Feature_Selection and CV

When we want to choose a small basket of variables out of total features by any kind of feature selection model, which cross-validation method would be better during the feature selection process? Thank you in advance!

The same as the one used to validate the model since it will depend on the type of data you are dealing with (is there any group, is the data i.i.d., etc.).