Just like there is the "Command Arguments" option for Debug launch in project properties.
After slightly more than two months, I myself finally found it. Posting this answer for anyone else that might wonder.
Right-click on the target binary executable and click Properties (Visual Studio 2012+).
There you'll find it all.