I think its a good idea to eat a little more before a long training run and replenish reserves a bit after it, but otherwise I've always stuck with my normal food intake.
It's quite normal to lose a little weight during marathon training, and that will help you to run faster. If you start eating more, you might end up putting on weight, which won't help at all.