Lune

ICML2026顶会

From Welfare to Utility: Generalized Objectives in Budget-Feasible Procurement

Alon Eden, Kira Goldner, Eldar Kerner, Thodoris Tsilivis

2026年份
2被引次数
1顶会引用

摘要

We study mechanism design for the budget-feasible procurement problem, a natural problem that arises when a buyer wants to procure goods or services from multiple strategic sellers who each have a cost to provide that service, the buyer has a value for each service procured, but is constrained by a budget. In contrast to prior work, which has focused on buyer value maximization for this problem, we solve for optimal and approximately-optimal mechanisms for the objectives of buyer utility (value of procured services minus payments), welfare (value minus production costs), and generalizations of the two. For welfare, we design a simple mechanism that obtains a constant-factor approximation for the prior-free (worst-case) setting. As prior-free mechanisms fail to provide any guarantee for utility, even for a single seller, we consider Bayesian settings, where the buyer has distributional knowledge over sellers' costs. We first provide a utility-optimal mechanism that satisfies the buyer's budget constraint in expectation , then we show how to modify the mechanism to satisfy the budget constraint ex-post , for every realization of seller costs, while still obtaining near-optimal utility guarantees. Finally, we generalize our mechanisms to other objectives.

问问这篇 Paper

智能体会读完全文。

Lune 把这篇 Paper 索引到了最后一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。

可以从这些问题问起

智能体调用

Luneget_paper_fulltext

在 Lune 里问

免费开始,无需绑卡

lune papers fulltext 0ec6474b-e6f6-42ad-b76e-064bf5c9a61b

引用它的顶会 Paper1

问问它们各自怎么用它

它引用的顶会 Paper7

相关 Paper

黄昏的海面,两侧是细线勾勒的悬崖