It's a tough to pick a favourite favourite, but if I had to choose just the one, it would be moist chocolate cake with chocolate buttercream icing (the only icing worth anything, in my opinion - buttercream, that is).
However, if it's Thanksgiving nothing beats homemade pumpkin pie with whipped cream on top.