Does Code Signing Helps to Get Rid of Security Warnings?

Yes! Unknown Publisher warning will go away once you sign your software with Code Signing Certificate, as they verify your identity as a publisher.

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.