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A nice mitigation technique is for everyone to bring their own dice, put them into a hat and require random selection of two of them per turn.

Of course if you suspect your friends are cheating you have bigger problems.




This solves the problem by reducing it to a trusted random number generator (the hat). At that point you may as well skip a step and draw individual outcomes from the hat.




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