Uniform-Ironed-Virtual-Value Item Pricing achieves a tight 3-approximation to the Duality Relaxation Benchmark in unit-demand single-buyer revenue maximization.
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Online min-cost matching with general arrivals has unbounded competitive ratio in adversarial and random-order models but admits an O(log² n)-competitive algorithm in the unknown i.i.d. model.
Polynomial samples learn dual pricing and polynomial queries learn near-optimal anonymous pricing for online resource allocation with heterogeneous agents.
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Online Min-Cost Matching with General Arrivals
Online min-cost matching with general arrivals has unbounded competitive ratio in adversarial and random-order models but admits an O(log² n)-competitive algorithm in the unknown i.i.d. model.