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xkcd #3115: Unsolved Physics Problems
(imgs.xkcd.com)
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I think it's been figured out for a while now? Essentially most of the surface freezes, except for a small hole. The spike forms from that hole since the water is pushed out before freezing (on the outside) leaving a hollow spike.
The rate of freezing is similar to the rate of extrusion, a spike can form.