I can't think of any rule that would prevent you from staying mounted. Your mount would have all the penalties of being involved in a grapple, so that is probably enough.
Keep in mind that your mount needs a Bite, Claw, Pincers, Slam, Tentacles or Tail Slap evolution in order to take improved...