Compare simple random walk with the independent sampler , whose spectral gap is one. Both stationary distributions are uniform. Route each transition of the sampler along a uniformly selected shortest path. For a directed graph edge ,
Part i therefore bounds the congestion by
Part a, equivalently the Canonical paths comparison theorem, gives

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