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Mean minimum distance for K random points on a N-dimensional (hyper-)cube
The order is $\Theta(1/K^{2/N})$.
P.S. You can derive an upper bound and a lower bound by applying covering and packing argument, respectively. Then try to do some delicate computation and approxima …