My understanding is that we know from rocks that conditions on Earth up to four billion years ago were very like those on Venus now. So, we know that the arrow of time runs from Venus-like to Earth-like, at least on Earth. Which doesn't, of course, rule out the possibility that it also runs from Earth-like to Venus-like here as well.