Basically, I've heard that due to gender physical differences, men should never hit women, regardless of who started it. They're apparently strong enough to just "walk away," while women have to fear for their lives if they try to leave.

Also, there's the idea that the reason men hit women back is because they know they can overpower them. Therefore, it's not self-defense, just further violence, even if the woman initiated it.