One possibility is that your newer, more expensive wheels will be less durable and require more maintenence (truing, etc.). For the few seconds in speed you gain, you may be creating other problems.
I like to train with the most bomb-proof tires I can find. I have Open Pros on my Cervelo for this very reason.