In a uniformly random player permutation, edge contributes to 's marginal contribution exactly when precedes , which occurs with probability . Sum these expected contributions over incident graph edges to obtain the displayed Shapley value. This proof works for arbitrary real edge weights; nonnegativity is not required.
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