Just black screen... Tried compatibility mode and running as an administrator. Also changing resolution/windowed mode

Hmm. One thing that isn't obvious is that it requiest SteamVR to run. Do you have it installed? Make sure your SteamVR window looks like this, then run the game:

Let me know if that works for you!