PGMs and neural networks are usually two completely different things. Neural networks involve graphs, but those graphs usually represent continuous relaxations

PGMs and neural networks are usually two completely different things. Neural networks involve graphs, but those graphs usually represent continuous relaxations of circuits -- rather than probability models.