We revisit the well-studied problem of budget-feasible procurement, where a buyer with a strict budget constraint seeks to acquire services from a group of strategic providers (the sellers). During the last decade, several strategyproof budget-feasible procurement auctions have been proposed, aiming to maximize the value of the buyer, while eliciting each seller's true cost for providing their service. These solutions predominantly take the form of randomized sealed-bid auctions: they ask the sellers to report their private costs and then use randomization to determine which subset of services will be procured and how much each of the chosen providers will be paid, ensuring that the total payment does not exceed budget. Our main result in this paper is a novel method for designing budget-feasible auctions, leading to solutions that outperform the previously proposed auctions in multiple ways. First, our solutions take the form of descending clock auctions, and thus satisfy a list of properties, such as obvious strategyproofness, group strategyproofness, transparency, and unconditional winner privacy; this makes these auctions much more likely to be used in practice. Second, in contrast to previous results that heavily depend on randomization, our auctions are deterministic. As a result, we provide an affirmative answer to one of the main open questions in this literature, asking whether a deterministic strategyproof auction can achieve a constant approximation when the buyer's valuation function is submodular over the set of services. In addition, we also provide the first deterministic budget-feasible auction that matches the approximation bound of the best-known randomized auction for the class of subadditive valuations. Finally, using our method, we improve the best-known approximation factor for monotone submodular valuations, which has been the focus of most of the prior work.
翻译:我们重新审视了预算上可行的采购问题,在这种问题上,一位预算拮据的买方试图从一组战略供应商(卖方)那里获得服务。 在过去十年中,我们提出了几项战略上不受预算约束的、预算上可行的采购拍卖,目的是最大限度地提高买方的价值,同时要从每个卖方获得提供其服务的真正成本。这些解决方案主要采取随机化的密封拍卖的形式:它们要求卖方报告其私人成本,然后随机化来确定哪些服务将采购,每个选定的供应商将支付多少,确保总支付额不会超过预算。在过去十年中,我们的主要结果是设计预算上可行的拍卖的新颖方法,目的是以多种方式使买方的价值最大化,同时我们的解决办法是采用降时钟拍卖的形式,从而满足一系列财产,例如明显的策略性、小组性战略可靠性、透明度以及无条件的赢利者隐私;这使得这些拍卖更有可能在实际中使用,确保总支付额不会超过预算。第二,我们的主要结果是设计预算上可行的方法,最终决定了我们之前的压价性估价结果,我们最终要取决于一个固定的拍卖结果。