Sure they do, depends on your ear size. Happens to me if I simply bend over. (Still love my AirPods, but am forced to use silicone wraps on them if doing anything active with them.)

While I personally have no problems, I know a few people who can't keep them in. It seems to be very much based on if you're lucky enough to have the ear shape that Apple decided to target.