Constrastive Method
Push down on the energy of training samples while pulling up on the energies of suitably placed contrastive samples.
The Disadvantage is that you always need contrastive samples in order to constrain the low-energy region.
Regularized Method
Push down on the energy of training samples and minimize the volume of the low-energy region.