Under most insurance policies, this is a scenario where you are not at fault and the other unidentified driver would be temporarily classified as uninsured. The insurance company would definitely want a police report/ file number to tag with the insurance claim. I would still call and ask about the uninsured driver coverage.
Bummer. Bigger bummer about your neighbor.