The father cats may completely harmless around their newborn kittens, it may be smart to keep them away, just for caution's sake. But it can make it difficult for tomcats to recognize their kittens, but some can recognize their offspring through scent. However, kittens don't recognize their fathers because they don't feed or protect their young.