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Online Auction Design Using Distribution-Free Uncertainty Quantification with Applications to E-Commerce

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Online auction is a cornerstone of e-commerce, and a key challenge is designing incentive-compatible mechanisms that maximize expected revenue. Existing approaches often assume known bidder value distributions and fixed sets of bidders and items, but these ass... ...