I feel the same way about many human-produced works, regardless of critics' views, so the fact that I'm aware these are produced by NN is probably not the only explanation.
Yeah, it sounds like in that case your criticism may be more about abstract art as a style than it is about whether a given piece was produced by a human or a machine.