This will no longer be the case, so there would be no rush for either gender to have kids. You can focus on your career for the first hundred years, and then have kids. At worst, there would be a minor uptick in population while people get accustomed to the new reality.
One child per couple means that the total population caps out at double the current population (a population of 32 would have 16 children, who'd have 8, who'd have 4, who'd 2, then 1 person who's SOL - 32+16+8+4+2+1=63). A single order of magnitude is an acceptable loss, and everyone gets a child of their own.
Note: Not as in "literally force people to have only one child", just make it frowned upon like smoking generally is - most people won't care enough to defy it, and in the long term it should be enough. Although IMO families like the Duggars[1] shouldn't be provided immortality unless they start using birth control.
Accidents and suicide could be handled too. Former by outlawing machines of murder (cars) and spare or artificial organs, latter by improving our understanding of neuroscience and psychology.