Before fulfillment, you are able to cancel your orders. With fraud it is often the case that a chargeback is already issued upon placing the order. Unfortunately, we are not responsible for any possible fraud on your end and would not be able to issue any refunds. We suggest you use some of the fraud detection services out there such as MaxMind, Sift Science, and others.
To learn more about how to detect order fraud read this blog post.