Just married and Pregnant- taking time off unpaid when I have the baby, how do I file jointly?

Hi in a few months I will be taking at least 3 months off of work with no maternity leave pay. I will also be cutting down to one part time job following. We just got married in March and want to file jointly. Do I use my AGI from last year still to fill out my new W-4's?