Shia LaBeouf Seen With Girlfriend After Screaming at Her in Rome

Shia LaBeouf and his girlfriend clearly aren't fighting anymore ... they were seen walking arm-in-arm together in L.A. after he seemingly lost it on her outside a Rome restaurant last week. The actor and his better half were spotted walking across…