It's very easy to start another session using the most recently run program and settings:
or click on the re-launch icon on the session toolbar.
or use the shortcut
Re-start application
No wizards or dialogs appear, so be ready for the application to start right away.
There is no difference between wizard and dialog interface mode when re-launching.