Abstract
We study the amount of randomness needed for an input process to approximate a given output distribution of a channel in the distance. A general one-shot achievability bound for the precision of such an approximation is developed. In the i.i.d.~setting where , a (nonnegative) randomness rate above is necessary and sufficient to asymptotically approximate the output distribution using the channel , where . The new resolvability result is then used to derive a one-shot upper bound on the error probability in the rate distortion problem, and a lower bound on the size of the eavesdropper list to include the actual message in the wiretap channel problem. Both bounds are asymptotically tight in i.i.d.~settings.
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