There are rail passes for children ages 4-11, which are free of charge with the purchase of an adult rail pass. Each adult pass can have up to two children added for free, though each child will receive his or her own pass.
Children under age four do not need a rail pass, but if you want to be sure of a seat you'll need to reserve one for the child as well as yourself.