Note that generally public transportation funding is already <25% covered by fares and so to the extent that you think "paid for by taxpayers" is positive or negative, this doesn't actually have that much impact on that aspect.
Not a big fan of fares though, as somebody that’s dropped my wallet in the dark in the middle of the night in a sketchy part of town.