This is not true. For example every time Summoning Salt uploads a video, which happens every few months, it will show up on my recommend feed because YouTube knows I'm willing to watch their ~1 hour documentaries even though I'm not subscribed to them.
Youtube seems to be a rare exception here in that people actually feel like its algorithm is useful. However, even then, their algorithm mostly seems to devolve to "what creators have you usually watched videos from" and (usually directly after you watch such a video) "what videos did other people who watched that video watch?" Basically the same principle as PageRank, just with a lot less spam to deal with.
This could (probably isn't) be a very quick implementation with a heuristic like 'if percentage of viewed videos from channel x (essentially per channel viewed) > threshold ==> show new video from channel x on homepage next time user appears.
Make it fancy and use a multi armed bandit and call it machine learning/AI/data science.
