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相关论文: Characterizing Optimal Adword Auctions

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Pay-per-click advertising includes various formats (\emph{e.g.}, search, contextual, social) with a total investment of more than 200 billion USD per year worldwide. An advertiser is given a daily budget to allocate over several, even…

机器学习 · 计算机科学 2020-03-04 Alessandro Nuara , Francesco Trovò , Nicola Gatti , Marcello Restelli

We study how a budget-constrained bidder should learn to adaptively bid in repeated first-price auctions to maximize her cumulative payoff. This problem arose due to an industry-wide shift from second-price auctions to first-price auctions…

计算机科学与博弈论 · 计算机科学 2026-04-14 Yige Wang , Jiashuo Jiang

We study the problem of designing posted-price mechanisms in order to sell a single unit of a single item within a finite period of time. Motivated by real-world problems, such as, e.g., long-term rental of rooms and apartments, we assume…

计算机科学与博弈论 · 计算机科学 2020-12-11 Giulia Romano , Gianluca Tartaglia , Alberto Marchesi , Nicola Gatti

Using AI approaches to automatically design mechanisms has been a central research mission at the interface of AI and economics [Conitzer and Sandholm, 2002]. Previous approaches that attempt to design revenue optimal auctions for the…

人工智能 · 计算机科学 2021-05-04 Weiran Shen , Pingzhong Tang , Song Zuo

Augmenting the input of algorithms with predictions is an algorithm design paradigm that suggests leveraging a (possibly erroneous) prediction to improve worst-case performance guarantees when the prediction is perfect (consistency), while…

The commercialization of LLM applications is the next frontier in online advertising, with LLM-native advertising emerging as a promising paradigm by integrating ads into LLM-generated content. However, classic mechanisms are no longer…

计算机科学与博弈论 · 计算机科学 2026-04-28 Chujie Zhao , Qun Hu , Shiping Song , Dagui Chen , Han Zhu , Jian Xu , Bo Zheng

We investigate auction mechanisms for AI-generated content, focusing on applications like ad creative generation. In our model, agents' preferences over stochastically generated content are encoded as large language models (LLMs). We…

计算机科学与博弈论 · 计算机科学 2024-07-03 Paul Duetting , Vahab Mirrokni , Renato Paes Leme , Haifeng Xu , Song Zuo

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

Online advertising has become a core revenue driver for the internet industry, with ad auctions playing a crucial role in ensuring platform revenue and advertiser incentives. Traditional auction mechanisms, like GSP, rely on the independent…

计算机科学与博弈论 · 计算机科学 2024-12-17 Ruitao Zhu , Yangsu Liu , Dagui Chen , Zhenjia Ma , Chufeng Shi , Zhenzhe Zheng , Jie Zhang , Jian Xu , Bo Zheng , Fan Wu

Diffusion auction design is a new trend in mechanism design for which the main goal is to incentivize existing buyers to invite new buyers, who are their neighbors on a social network, to join an auction even though they are competitors.…

计算机科学与博弈论 · 计算机科学 2024-08-26 Yao Zhang , Shanshan Zheng , Dengji Zhao

Motivated by the dynamic assortment offerings and item pricings occurring in e-commerce, we study a general problem of allocating finite inventories to heterogeneous customers arriving sequentially. We analyze this problem under the…

数据结构与算法 · 计算机科学 2019-05-14 Will Ma , David Simchi-Levi

We study auction design in the celebrated interdependence model introduced by Milgrom and Weber [1982], where a mechanism designer allocates a good, maximizing the value of the agent who receives it, while inducing truthfulness using…

计算机科学与博弈论 · 计算机科学 2026-03-20 Patrick Loiseau , Simon Mauras , Minrui Xu

We consider the problem of an auctioneer who faces the task of selling a good (drawn from a known distribution) to a set of buyers, when the auctioneer does not have the capacity to describe to the buyers the exact identity of the good that…

计算机科学与博弈论 · 计算机科学 2014-01-08 Shaddin Dughmi , Nicole Immorlica , Aaron Roth

A canonical setting for non-monetary online resource allocation is one where agents compete over multiple rounds for a single item per round, with i.i.d. valuations and additive utilities across rounds. With $n$ symmetric agents, a natural…

计算机科学与博弈论 · 计算机科学 2025-12-01 David X. Lin , Giannis Fikioris , Siddhartha Banerjee , Éva Tardos

In display advertising, a small group of sellers and bidders face each other in up to 10 12 auctions a day. In this context, revenue maximisation via monopoly price learning is a high-value problem for sellers. By nature, these auctions are…

机器学习 · 计算机科学 2020-10-21 Lorenzo Croissant , Marc Abeille , Clément Calauzènes

Designing revenue optimal auctions for selling an item to $n$ symmetric bidders is a fundamental problem in mechanism design. Myerson (1981) shows that the second price auction with an appropriate reserve price is optimal when bidders'…

计算机科学与博弈论 · 计算机科学 2015-07-30 Hu Fu , Nicole Immolica , Brendan Lucier , Philipp Strack

Good economic mechanisms depend on the preferences of participants in the mechanism. For example, the revenue-optimal auction for selling an item is parameterized by a reserve price, and the appropriate reserve price depends on how much the…

计算机科学与博弈论 · 计算机科学 2014-06-10 Shuchi Chawla , Jason Hartline , Denis Nekipelov

This paper describes an engine to optimize web publisher revenues from second-price auctions. These auctions are widely used to sell online ad spaces in a mechanism called real-time bidding (RTB). Optimization within these auctions is…

计算机科学与博弈论 · 计算机科学 2020-06-15 Pedro Chahuara , Nicolas Grislain , Grégoire Jauvion , Jean-Michel Renders

Mature internet advertising platforms offer high-level campaign management tools to help advertisers run their campaigns, often abstracting away the intricacies of how each ad is placed and focusing on aggregate metrics of interest to…

计算机科学与博弈论 · 计算机科学 2021-09-07 Vincent Conitzer , Christian Kroer , Debmalya Panigrahi , Okke Schrijvers , Eric Sodomka , Nicolas E. Stier-Moses , Chris Wilkens

Online advertising has become one of the most successful business models of the internet era. Impression opportunities are typically allocated through real-time auctions, where advertisers bid to secure advertisement slots. Deciding the…

机器学习 · 计算机科学 2025-05-20 Alberto Silvio Chiappa , Briti Gangopadhyay , Zhao Wang , Shingo Takamatsu