Yes, it appears you can.
From IRS Publication 504, page 16, "If you aren’t legally separated under a decree
of divorce or separate maintenance, a payment under
a written separation agreement, support decree, or
other court order may qualify as alimony even if you are
members of the same household when the payment is
made."
For Additional Information:
IRS Publication 504 Divorced or Separated Individuals
