I find that it depends on your seating position when reading. If you sit upright, it would be easy to hold the device with one hand and swipe with the other. I however often find myself laying on my side reading, this makes swiping quite a lot harder.
Interesting, I often find myself swiping across my (3rd Gen Keyboard) screen wishing I didn't have to use those buttons to turn a page.