I disagree, working remotely has required my org to do more in the open internally... so I learn more because I can almost read whatever I want.
Of course if everyone is working remotely via email this isn't going to happen.
I've had the same problem in person too (silos, no one talking) so I think it's more about structure than remote/in-person.