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how_strange

If, as in this paper, we allow ourselves to set the kernel after seeing the data, then the statement in the title is trivial: if my learning algorithm outputs function f, I can take the kernel K(x,x')=f(x)*f(x').

The result is interesting insofar as the path kernel is interesting, which requires some more thought.