If I had known you would be late, I would've waited for you.
I think this is correct.
Can I say without changing the meaning,
If I had known you were late, I would've waited for you.
I think the fact that you were late is what the speaker already know right now, so the past simple could be used in the if-clause. It could be casual spoken English, though.
Thanks
LiJ