The official packages do not seem up-to-date (https://packages.ubuntu.com/search?keywords=nvidia-cuda-toolkit) but using the latest cuda seems to matter when using newer hardware.
Nvidia is making packages available, but there is no guarantee that they will work well or will integrate with Ubuntu's management of nvidia drivers.
Is there an effort to create an ubuntu package in a PPA so we do not have to install manually and work out conflicts individually? (the package would handle that)