NewPipe on Android and ImprovedTube[1], both can be configured to turn off the homepage, trending and recommended videos, so you watch 1 video and afterwards your eyes don't wander and think "Oh, what's that video?".

[1] https://chrome.google.com/webstore/detail/improvedtube/bnomi...