I think the term you're looking for is endurance.
Endurance advantage is a big factor in many sports and offers a viable strategy.
The issue with your suggestion is that it's not uncommon for massive heavy athletes to also have excellent endurance too, so even if they may not catch you, they would still be the one stalking you.