Only devolution is possible under their hypothesis.
If, by devolution, you mean that formerly coding genes get turned off, I suppose it happens.
It also happens that species get overspecialized and go extinct when their environmental niche changes suddenly.
But that's an observable, quantifiable phenomenon. Genetic entropy makes no sense in any frame of reference.