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You can sample using absolutely any distribution you want, as long as you weight the results by dividing by the pdf of the sampled distribution. It will converge to the right answer (as long as the distribution is nonzero everywhere that you want to integrate). Different distributions will give different amounts of variance though. The trick with importance ...

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