You are right but it doesn't have anything to do with the abilities of the hardware or software they provide.

The medium is more approachable, therefore attracts more casual gamers and many of these casual games have stunning graphics, physics and gameplay.

There are also games that require more serious skills, games like Pubg Mobile and to be honest, I like the mobile version more than the desktop version.