Yes! Unknown Publisher warning will go away once you sign your software with Code Signing Certificate, as they verify your identity as a publisher.
Safe to Download
Unsigned Software Warning
Above image shows, how it allows to “Run” the program as its digitally signed by a recognized Code Signing certificate whereas in another it gives a warning telling that Publisher is not verified as it’s not code signed.