24.04 is the most recent LTS (long term support) release; it's what users are meant to be running for anything important
The kernel has nothing to do with Ubuntu, its release schedule and LTS's. Distro LTS releases also often mean custom kernels, backports, hardware enablement, whatnot, which makes it a fork, so unless were analyzing Ubuntu security rather than Linux security, mainline should be used.