Aeropex with stocking caps

As winter is starting to set in, most of my early morning runs require a stocking cap and will continue that way for the next 4-5 months. I usually wear Aeropex headphones and have found that it is annoying trying to get my stocking cap over my ears but also fit comfortably on the back of my head - I tried pulling over the one-piece wiring bump out on the back of my head but that just made it worse. Has anyone else run into this and found a solution that works for you?