Can't help you with your specific question as all the airfields I train from are licensed, but another instructor (CFI actually) told me that a training flight only has to take-off from a licensed airfield. He said the landing airfield doesn't have to be licensed.
I've not checked this because it doesn't apply to my flights, but if its true it could save you half of your inconvenience.