Nanny mileage reimbursement

We reimburse our nanny for mileage at the IRS rate. My understanding is that amount is not taxable for her. Are we able to deduct the money we reimburse her from our income taxes? If so, since we are married filing separately, whose taxes would the deduction come from?

Thank you!