US fertility rates first fell below replacement in 1972, falling to 1.8 by 1984, then rising back above replacement by 2007, then falling to 1.79 today. Despite being below replacement for 53 of the last 54 years, overall US population has never declined.
Recent policies have resulted in significant population decline, but so far they are just another blip.