There shouldn't be a problem with a font-family reference. The problem ePubcheck would have is the @font-face that is left behind referencing a resource that is not found. That generates an error.
Code:
@font-face {
font-family: RandomFont;
font-weight: bold;
font-style: normal;
src: url('../Fonts/RandomFont.ttf');
}