Any baby, regardless of the citizenship of the parents, who is born on US soil is considered a US citizen. And the immigration office cannot kick you out as long as you have documentation that your child was born there (i.e. a US issued birth certificate), as well as docs detailing your legal stay there.

For the LPR, I suggest consulting a lawyer. YOu don't want to mess up specially you have a child to consider.