Headline is a bit incorrect - a reboot will interfere with the malware by restarting the it’s C&C process, which the FBI now controls. This does not eliminate the malware, but it will stop it’s data collection and makes it more difficult for an adversary to activate it on a large scale.
So when these devices reboot, the FBI is now going to have control of ~500,000 home routers? That's, uh, "reassuring".
In the long term, you want a fix for your router, or you want a new router.
Mine is similar to one of the affected units, enough so that it's likely vulnerable. I'm looking at replacing it.