We study autobidding ad auctions with user costs, where each bidder is value-maximizing subject to a return-over-investment (ROI) constraint, and the seller aims to maximize the social welfare taking into consideration the user's cost of viewing an ad. We show that in the worst case, the approximation ratio of social welfare by running the vanilla VCG auctions with user costs could as bad as 0. To improve the performance of VCG, We propose a new variant of VCG based on properly chosen cost multipliers, and prove that there exist auction-dependent and bidder-dependent cost multipliers that guarantee approximation ratios of 1/2 and 1/4 respectively in terms of the social welfare.
翻译:我们研究如何以用户成本自动禁止拍卖,即每个出价者在受回报率-超额投资限制的情况下实现价值最大化,而卖方则力求在考虑到用户观看广告的成本的情况下最大限度地提高社会福利。我们表明,在最坏的情况下,通过用用户成本经营香草VCG拍卖,社会福利近似比率可能高达0。 为了改善VCG的绩效,我们根据适当选择的成本乘数提出了《VCG》的新备选案文,并证明存在依赖拍卖和依赖投标的成本乘数,保证社会福利的近似比率分别为1/2和1/4。