The calibration profile will be stored on the PC so as long as it is loaded then the monitor will be calibrated.
Just my $0.02
Yeah, pretty much. It's just a little piece of data that tells your video card how to correct the monitor according to the settings you set when calibrating. If it doesn't load automatically you can do it manually typically using the software that comes with the calibration device.