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Real-time bidding (RTB) plays a pivotal role in online advertising ecosystems. Advertisers employ strategic bidding to optimize their advertising impact while adhering to various financial constraints, such as the return-on-investment (ROI)…

人工智能 · 计算机科学 2024-12-30 Shenghong He , Chao Yu

Online display advertising platforms service numerous advertisers by providing real-time bidding (RTB) for the scale of billions of ad requests every day. The bidding strategy handles ad requests cross multiple channels to maximize the…

机器学习 · 计算机科学 2024-08-21 Hao Wang , Bo Tang , Chi Harold Liu , Shangqin Mao , Jiahong Zhou , Zipeng Dai , Yaqi Sun , Qianlong Xie , Xingxing Wang , Dong Wang

In this work, we study the guaranteed delivery model which is widely used in online display advertising. In the guaranteed delivery scenario, ad exposures (which are also called impressions in some works) to users are guaranteed by…

数据结构与算法 · 计算机科学 2016-11-24 Jia Zhang , Zheng Wang , Qian Li , Jialin Zhang , Yanyan Lan , Qiang Li , Xiaoming Sun

We design fair sponsored search auctions that achieve a near-optimal tradeoff between fairness and quality. Our work builds upon the model and auction design of Chawla and Jagadeesan \cite{CJ22}, who considered the special case of a single…

计算机科学与博弈论 · 计算机科学 2022-04-11 Shuchi Chawla , Rojin Rezvan , Nathaniel Sauerberg

Online advertising has recently grown into a highly competitive and complex multi-billion-dollar industry, with advertisers bidding for ad slots at large scales and high frequencies. This has resulted in a growing need for efficient…

机器学习 · 计算机科学 2023-07-04 Zhe Feng , Swati Padmanabhan , Di Wang

Motivated by online retail, we consider the problem of selling one item (e.g., an ad slot) to two non-excludable buyers (say, a merchant and a brand). This problem captures, for example, situations where a merchant and a brand cooperatively…

计算机科学与博弈论 · 计算机科学 2025-05-26 Gagan Aggarwal , Ashwinkumar Badanidiyuru , Paul Dütting , Federico Fusco

We examine trade-offs among stakeholders in ad auctions. Our metrics are the revenue for the utility of the auctioneer, the number of clicks for the utility of the users and the welfare for the utility of the advertisers. We show how to…

计算机科学与博弈论 · 计算机科学 2014-04-22 Yoram Bachrach , Sofia Ceppi , Ian A. Kash , Peter Key , David Kurokawa

As foundation models grow in size, fine-tuning them becomes increasingly expensive. While GPU spot instances offer a low-cost alternative to on-demand resources, their volatile prices and availability make deadline-aware scheduling…

分布式、并行与集群计算 · 计算机科学 2025-12-25 Linggao Kong , Yuedong Xu , Lei Jiao , Chuan Xu

Bid optimization for online advertising from single advertiser's perspective has been thoroughly investigated in both academic research and industrial practice. However, existing work typically assume competitors do not change their bids,…

人工智能 · 计算机科学 2021-06-09 Ziyu Guan , Hongchang Wu , Qingyu Cao , Hao Liu , Wei Zhao , Sheng Li , Cai Xu , Guang Qiu , Jian Xu , Bo Zheng

We improve the best known competitive ratio (from 1/4 to 1/2), for the online multi-unit allocation problem, where the objective is to maximize the single-price revenue. Moreover, the competitive ratio of our algorithm tends to 1, as the…

计算机科学与博弈论 · 计算机科学 2009-01-13 Sourav Chakraborty , Nikhil Devanur

The optimization of bidding strategies for online advertising slot auctions presents a critical challenge across numerous digital marketplaces. A significant obstacle to the development, evaluation, and refinement of real-time autobidding…

Online advertising platforms must decide how to allocate multiple ads across limited screen real estate, where each ad's effectiveness depends not only on its own placement but also on nearby ads competing for user attention. Such spatial…

计算机科学与博弈论 · 计算机科学 2026-02-16 Gagan Aggarwal , Yifan Wang , Mingfei Zhao

Group-buying ads seeking a minimum number of customers before the deal expiry are increasingly used by the daily-deal providers. Unlike the traditional web ads, the advertiser's profits for group-buying ads depends on the time to expiry and…

计算机科学与博弈论 · 计算机科学 2012-06-05 Raju Balakrishnan , Rushi P Bhatt

Inspired by online ad allocation, we study online stochastic packing linear programs from theoretical and practical standpoints. We first present a near-optimal online algorithm for a general class of packing linear programs which model…

数据结构与算法 · 计算机科学 2010-02-17 Jon Feldman , Monika Henzinger , Nitish Korula , Vahab S. Mirrokni , Cliff Stein

The increasing competition in digital advertising induced a proliferation of media agencies playing the role of intermediaries between advertisers and platforms selling ad slots. When a group of competing advertisers is managed by a common…

计算机科学与博弈论 · 计算机科学 2022-05-02 Giulia Romano , Matteo Castiglioni , Alberto Marchesi , Nicola Gatti

Internet search companies sell advertisement slots based on users' search queries via an auction. While there has been a lot of attention on the auction process and its game-theoretic aspects, our focus is on the advertisers. In particular,…

数据结构与算法 · 计算机科学 2007-05-23 Jon Feldman , S. Muthukrishnan , Martin Pal , Cliff Stein

Ad exchanges are an emerging platform for trading advertisement slots on the web with billions of dollars revenue per year. Every time a user visits a web page, the publisher of that web page can ask an ad exchange to auction off the ad…

计算机科学与博弈论 · 计算机科学 2016-04-20 Oren Ben-Zwi , Monika Henzinger , Veronika Loitzenbauer

Ads allocation, which involves allocating ads and organic items to limited slots in feed with the purpose of maximizing platform revenue, has become a research hotspot. Notice that, e-commerce platforms usually have multiple entrances for…

信息检索 · 计算机科学 2022-08-12 Ze Wang , Guogang Liao , Xiaowen Shi , Xiaoxu Wu , Chuheng Zhang , Bingqi Zhu , Yongkang Wang , Xingxing Wang , Dong Wang

We consider the problem of designing optimal online-ad investment strategies for a single advertiser, who invests at multiple sponsored search sites simultaneously, with the objective of maximizing his average revenue subject to the…

系统与控制 · 计算机科学 2014-03-25 Longbo Huang

Posted price mechanisms are prevalent in allocating goods within online marketplaces due to their simplicity and practical efficiency. We explore a fundamental scenario where buyers' valuations are independent and identically distributed,…

计算机科学与博弈论 · 计算机科学 2025-05-26 José Correa , Vasilis Livanos , Dana Pizarro , Victor Verdugo