Unfortunately one of those things that authoritarianism has a lot more methods to solve than other systems, which really underscores the importance of beating them in the long term.
Instead of figuring that out, they'll just watch their civilization crumble.
Btw: they're already investing heavily in artificial wombs and affiliated technologies.