Despite these catastrophic civilization collapses, civilizations have grown increasingly more advanced despite a localized minimum.

The need to wage war to defend or gain resources seems like a major driver of complexity. To maintain a military it needs equipped and fed, requiring large supply chains, and hence, more complexity. If you didn't need to defend your food stores, you wouldn't need such complexity.