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Automated bidding, an emerging intelligent decision making paradigm powered by machine learning, has become popular in online advertising. Advertisers in automated bidding evaluate the cumulative utilities and have private financial…

计算机科学与博弈论 · 计算机科学 2023-08-22 Yidan Xing , Zhilin Zhang , Zhenzhe Zheng , Chuan Yu , Jian Xu , Fan Wu , Guihai Chen

Most modern financial markets use a continuous double auction mechanism to store and match orders and facilitate trading. In this paper we develop a microscopic dynamical statistical model for the continuous double auction under the…

统计力学 · 物理学 2009-11-07 Eric Smith , J. Doyne Farmer , Laszlo Gillemot , Supriya Krishnamurthy

Auctions are important mechanisms extensively implemented in various markets, e.g., search engines' keyword auctions, antique auctions, etc. Finding an optimal auction mechanism is extremely difficult due to the constraints of imperfect…

机器学习 · 计算机科学 2025-07-28 Jiayin Liu , Chenglong Zhang

Mechanism design, a branch of economics, aims to design rules that can autonomously achieve desired outcomes in resource allocation and public decision making. The research on mechanism design using machine learning is called automated…

计算机科学与博弈论 · 计算机科学 2024-12-17 Tsuyoshi Suehara , Koh Takeuchi , Hisashi Kashima , Satoshi Oyama , Yuko Sakurai , Makoto Yokoo

We study auction design in a setting where agents can communicate over a censorship-resistant broadcast channel like the ones we can implement over a public blockchain. We seek to design credible, strategyproof auctions in a model that…

计算机科学与博弈论 · 计算机科学 2024-09-04 Tarun Chitra , Matheus V. X. Ferreira , Kshitij Kulkarni

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

Game theory has been developed by scientists as a theory of strategic interaction among players who are supposed to be perfectly rational. These strategic interactions might have been presented in an auction, a business negotiation, a chess…

计算机科学与博弈论 · 计算机科学 2020-04-07 Medet Kanmaz , Elif Surer

In a typical decentralized autonomous organization (DAO), people organize themselves into a group that is programmatically managed. DAOs can act as bidders in auctions, with a DAO's bid treated by the auctioneer as if it had been submitted…

计算机科学与博弈论 · 计算机科学 2023-06-30 Maryam Bahrani , Pranav Garimidi , Tim Roughgarden

From social networks to supply chains, more and more aspects of how humans, firms and organizations interact is mediated by artificial learning agents. As the influence of machine learning systems grows, it is paramount that we study how to…

多智能体系统 · 计算机科学 2022-11-02 Andrea Tacchetti , DJ Strouse , Marta Garnelo , Thore Graepel , Yoram Bachrach

In a seminal paper, McAfee (1992) presented the first dominant strategy truthful mechanism for double auction. His mechanism attains nearly optimal gain-from-trade when the market is sufficiently large. However, his mechanism may leave…

计算机科学与博弈论 · 计算机科学 2016-09-07 Erel Segal-Halevi , Avinatan Hassidim , Yonatan Aumann

Auctions are becoming an increasingly popular method for transacting business, especially over the Internet. This article presents a general approach to building autonomous bidding agents to bid in multiple simultaneous auctions for…

人工智能 · 计算机科学 2011-06-28 J. A. Csirik , M. L. Littman , D. McAllester , R. E. Schapire , P. Stone

The first-price auction is popular in practice for its simplicity and transparency. Moreover, its potential virtues grow in complex settings where incentive compatible auctions may generate little or no revenue. Unfortunately, the…

计算机科学与博弈论 · 计算机科学 2013-04-30 Darrell Hoy , Kamal Jain , Christopher A. Wilkens

In this paper, we study efficiency in truthful auctions via a social network, where a seller can only spread the information of an auction to the buyers through the buyers' network. In single-item auctions, we show that no mechanism is…

理论经济学 · 经济学 2019-04-30 Seiji Takanashi , Takehiro Kawasaki , Taiki Todo , Makoto Yokoo

We introduce a simple benchmark model of dynamic matching in networked markets, where agents arrive and depart stochastically and the network of acceptable transactions among agents forms a random graph. We analyze our model from three…

计算机科学与博弈论 · 计算机科学 2014-02-18 Mohammad Akbarpour , Shengwu Li , Shayan Oveis Gharan

Revenue-optimal auction design is a challenging problem with significant theoretical and practical implications. Sequential auction mechanisms, known for their simplicity and strong strategyproofness guarantees, are often limited by…

计算机科学与博弈论 · 计算机科学 2024-07-12 Sai Srivatsa Ravindranath , Zhe Feng , Di Wang , Manzil Zaheer , Aranyak Mehta , David C. Parkes

Continuous double auctions are commonly used to match orders at currency, stock, and commodities exchanges. A verified implementation of continuous double auctions is a useful tool for market regulators as they give rise to automated…

计算机科学中的逻辑 · 计算机科学 2024-12-12 Mohit Garg , Suneel Sarswat

Real-time bidding, as one of the most popular mechanisms for selling online ad slots, facilitates advertisers to reach their potential customers. The goal of bidding optimization is to maximize the advertisers' return on investment (ROI)…

计算机科学与博弈论 · 计算机科学 2019-03-01 Manxing Du , Alexander I. Cowen-Rivers , Ying Wen , Phu Sakulwongtana , Jun Wang , Mats Brorsson , Radu State

We study the problem of online dynamic pricing with two types of fairness constraints: a "procedural fairness" which requires the proposed prices to be equal in expectation among different groups, and a "substantive fairness" which requires…

机器学习 · 计算机科学 2022-09-27 Jianyu Xu , Dan Qiao , Yu-Xiang Wang

Lately, Non-Fungible Tokens (NFTs), i.e., uniquely discernible assets on a blockchain, have skyrocketed in popularity by addressing a broad audience. However, the typical NFT auctioning procedures are conducted in various, ad hoc ways,…

计算机科学与博弈论 · 计算机科学 2022-09-26 Jason Milionis , Dean Hirsch , Andy Arditi , Pranav Garimidi

Double sided auctions are widely used in financial markets to match demand and supply. Prior works on double sided auctions have focused primarily on single quantity trade requests. We extend various notions of double sided auctions to…

计算机科学与博弈论 · 计算机科学 2021-04-20 Raja Natarajan , Suneel Sarswat , Abhishek Kr Singh