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The autobidding system generates huge revenue for advertising platforms, garnering substantial research attention. Existing studies in autobidding systems focus on designing Autobidding Incentive Compatible (AIC) mechanisms, where the…

计算机科学与博弈论 · 计算机科学 2024-11-21 Bingzhe Wang , Ruohan Qian , Yuejia Dou , Qi Qi , Bo Shen , Changyuan Li , Yixuan Zhang , Yixin Su , Xin Yuan , Wenqiang liu , Bin Zou , Wen Yi , Zhi Guo , Shuanglong Li , Liu Lin

Budget allocation in online advertising deals with distributing the campaign (insertion order) level budgets to different sub-campaigns which employ different targeting criteria and may perform differently in terms of return-on-investment…

人工智能 · 计算机科学 2015-02-25 Sahin Cem Geyik , Abhishek Saxena , Ali Dasdan

A diffusion auction refers to a selling process conducted over a social network, where each participant submits a bid and may invite other potential buyers to join the auction. Although various mechanisms have been proposed, none of them…

计算机科学与博弈论 · 计算机科学 2026-05-19 Xinlun Zhang , Zhechen Li , Yongzhi Cao , Yu Huang , Hanpin Wang

Blockchain protocols often seek to procure computationally challenging work from a decentralized set of participants. While there are simple procurement auctions that result in the minimal cost of acquisition and maximal efficiency, they…

计算机科学与博弈论 · 计算机科学 2026-03-31 Pranav Garimidi , Michael Neuder , Tim Roughgarden

We investigate the problem of designing randomized obviously strategy-proof (OSP) mechanisms in several canonical auction settings. Obvious strategy-proofness, introduced by Li [American Economic Review, 2017], strengthens the well-known…

计算机科学与博弈论 · 计算机科学 2025-02-18 Shiri Ron , Daniel Schoepflin

We study no-money mechanisms for allocating indivisible items to strategic agents with additive preferences under a stochastic model. In this model, items' values are drawn from an underlying distribution and mechanisms are evaluated with…

计算机科学与博弈论 · 计算机科学 2026-02-16 Daniel Halpern , Alexandros Psomas , Shirley Zhang

Machine learning and artificial intelligence conferences such as NeurIPS and ICML now regularly receive tens of thousands of submissions, posing significant challenges to maintaining the quality and consistency of the peer review process.…

机器学习 · 计算机科学 2026-01-23 Garrett G. Wen , Buxin Su , Natalie Collina , Zhun Deng , Weijie Su

We introduce a dynamic mechanism design problem in which the designer wants to offer for sale an item to an agent, and another item to the same agent at some point in the future. The agent's joint distribution of valuations for the two…

计算机科学与博弈论 · 计算机科学 2023-05-22 Christos Papadimitriou , George Pierrakos , Christos-Alexandros Psomas , Aviad Rubinstein

We develop a framework for the analysis of large-scale Ad-auctions where adverts are assigned over a continuum of search types. For this pay-per-click market, we provide an efficient mechanism that maximizes social welfare. In particular,…

计算机科学与博弈论 · 计算机科学 2016-06-03 Frank Kelly , Peter Key , Neil Walton

Influence maximization aims to find a subset of seeds that maximize the influence spread under a given budget. In this paper, we mainly address the data-driven version of this problem, where the diffusion model is not given but needs to be…

社会与信息网络 · 计算机科学 2023-11-21 Yuxin Zuo , Haojia Sun , Yongyi Hu , Jianxiong Guo , Xiaofeng Gao

Modern information retrieval systems, including web search, ads placement, and recommender systems, typically rely on learning from user feedback. Click models, which study how users interact with a ranked list of items, provide a useful…

信息检索 · 计算机科学 2021-04-20 Xinyi Dai , Jianghao Lin , Weinan Zhang , Shuai Li , Weiwen Liu , Ruiming Tang , Xiuqiang He , Jianye Hao , Jun Wang , Yong Yu

We study allocation problems without monetary transfers where agents have correlated types, i.e., hold private information about one another. Such peer information is relevant in various settings, including science funding, allocation of…

理论经济学 · 经济学 2025-03-21 Axel Niemeyer , Justus Preusser

While Reinforcement Learning from Verifiable Rewards (RLVR) has advanced reasoning in Large Vision-Language Models (LVLMs), prevailing frameworks suffer from a foundational methodological flaw: by distributing identical advantages across…

人工智能 · 计算机科学 2026-04-09 Zekai Ye , Qiming Li , Xiaocheng Feng , Ruihan Chen , Ziming Li , Haoyu Ren , Kun Chen , Dandan Tu , Bing Qin

Information diffusion and influence maximization are important and extensively studied problems in social networks. Various models and algorithms have been proposed in the literature in the context of the influence maximization problem. A…

计算机科学与博弈论 · 计算机科学 2015-03-18 Mayur Mohite , Y. Narahari

Distributed optimization is often widely attempted and innovated as an attractive and preferred methodology to solve large-scale problems effectively in a localized and coordinated manner. Thus, it is noteworthy that the methodology of…

最优化与控制 · 数学 2021-08-30 Xiaoxue Zhang , Jun Ma , Zilong Cheng , Sunan Huang , Clarence W. de Silva , Tong Heng Lee

Online advertisement is the main source of revenue for Internet business. Advertisers are typically ranked according to a score that takes into account their bids and potential click-through rates(eCTR). Generally, the likelihood that a…

机器学习 · 统计学 2018-07-06 Lulu Wang , Huahui Liu , Guanhao Chen , Shaola Ren , Xiaonan Meng , Yi Hu

We study the problem of designing mechanisms when agents' valuation functions are drawn from unknown and correlated prior distributions. In particular, we are given a prior distribution $\D$, and we are interested in designing a (truthful)…

计算机科学与博弈论 · 计算机科学 2023-10-13 Anuran Makur , Marios Mertzanidis , Alexandros Psomas , Athina Terzoglou

This paper proposes a diffusion-based auto-bidding framework that leverages graph representations to model large-scale auction environments. In such settings, agents must dynamically optimize bidding strategies under constraints defined by…

机器学习 · 计算机科学 2025-04-22 Dom Huh , Prasant Mohapatra

The purpose of Inventory Pricing is to bid the right prices to online ad opportunities, which is crucial for a Demand-Side Platform (DSP) to win advertising auctions in Real-Time Bidding (RTB). In the planning stage, advertisers need the…

机器学习 · 计算机科学 2021-10-27 Xu Li , Michelle Ma Zhang , Youjun Tong , Zhenya Wang

We study a sequential mechanism design problem in which a principal seeks to elicit truthful reports from multiple rational agents while starting with no prior knowledge of agents' beliefs. We introduce Distributionally Robust Adaptive…

计算机科学与博弈论 · 计算机科学 2026-04-22 Qiushi Han , David Simchi-Levi , Renfei Tan , Zishuo Zhao
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