Packaging for iOS app icons aren't included in the project

So, after digging around for hours and hours I finally have a solution for this (using UE 4.17.2):

  1. Remove XCode 9
  2. Install XCode 8.3.3 (make sure to install it in the applications folder) - download it from Sign In - Apple
  3. Build!