The problem is that neither AI can differentiate between something new and noise. Even probabilistic models have this problem to a lesser degree. So the idea is

The problem is that neither AI can differentiate between something new and noise. Even probabilistic models have this problem to a lesser degree. So the idea is indeed to have an ANN learn a kind of a semantic network - then the problem is still pruning it and clustering reliably as well as detecting the new.