You CAN take a general-purpose mobile Linux distro and run it on most devices. Mostly.
You'll probably be missing video acceleration (because of closed-source video drivers) and have very shitty battery life (no suspend blockers in 'superior' desktop Linux). External firmware for WiFi drivers might also be required.
So no real difference from the desktop Linux here.