Arctic sea ice extent grows from its September minimum through winter, influenced mainly by September sea ice conditions and atmospheric circulation during the ice-growing season. However, their roles in a warming climate remain unclear. Using large-ensemble climate model simulations and Ridge Regression, this study quantifies their changing relative importance from 1861 to 2100. Up until recent years, low September sea ice largely enhanced sea ice growth via a negative feedback, as open water allows more freezing when the water is still cold enough. However, this negative feedback weakens with rising Arctic air and ocean temperatures that increasingly limit sea ice freezing. Atmospheric circulation will relatively play an increasing role in driving sea ice growth in the next few decades. These findings are useful in guiding future studies for improving Arctic sea ice seasonal forecasts and long-term projections.