I can see him and her mother being together for a while during his addiction to narcotics, and either she decided to make him go when she found out she was pregnant, or he took off before he found out. His finding out about Kylie could have been the big push he needed to finally get off of the drugs fully.
I didn't have anything in particular in mind, so I'm adaptable af. XD