I do think it's interesting that recent submissions use nearly the entire 50 hours. I wonder how much better people could do if faster hardware was allowed.
What this is looking for is fundamental improvements, not "i brute forced a known way to win this competition".
Therefore to maximize compression, you tweak parameters to search as hard as possible, and therefore use all the time.