Currently many of our metrics allow for sample weights, but when using the cross_val_score or GridSearchCV these are not taken into account. As I said on the mailing list, I'm not sure if this is a bug or a feature. It might depend on the domain whether we want to do this or not.
#4497 will allow to do this in a more consistent manner.