I just looked up the ant colony algorithm, and intuitively the idea of pheromones and path reinforcement makes a lot of sense. Are you the first one to try it for NN search?
To best of my knowledge there are no published papers that use ACO for CNNs neural architecture search. However, I found three published papers that used ACO for different NAS, but they used static graphs and no heuristics.