preventing

Definition

To stop an unwanted phenomenon from arising in the first place. In titles it names the failure a method targets — preventing overfitting, preventing co-adaptation — which makes the phrase a compact statement of the problem being attacked. It implies acting before the fact, in contrast to mitigating or correcting, which accept that the problem occurs and reduce its damage afterwards.