yes they do find out the truth in the end and haylie scott and the baby become a family.
it is true that it is obvious you will get found out in the end (kirsty's pregnancy comes straight to mind) but amanda is unbelievingly cunning she even conned one of the hospital staff to get her a nultrasound pic so she could show scott the photo of 'their baby'