Youtube Recommendations Are IP Based?

So there are about 5 people in my house that use Youtube, and I seem to be getting recommendations that have nothing to do with what I watch.

I decided to go and watch Youtube on my downstairs tv

(that is logged into a completely different Youtube account from the one I use)

but the recommendations are very similar to the ones that I get on my PC.