As of 21st December’17,  load_state_dict() takes the boolean argument ‘strict’ which when set to False allows to load only the variables that are identical between the two models irrespective of whether one is subset/superset of the other.
http://pytorch.org/docs/master/_modules/torch/nn/modules/module.html#Module.load_state_dict 877