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The paper introduces quantile propagation planning (QPP), which propagates a fixed set of disturbance quantiles through dynamics to evaluate both mean and tail risk under a limited model-evaluation budget, showing reduced tail cost and constraint violations over mean-rollout planning on overload and inventory tasks.