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In real world systems, the predictions of deployed Machine Learned models affect the training data available to build subsequent models. This introduces a bias in the training data that needs to be addressed. Existing solutions to this…

机器学习 · 计算机科学 2018-04-20 John Moore , Joel Pfeiffer , Kai Wei , Rishabh Iyer , Denis Charles , Ran Gilad-Bachrach , Levi Boyles , Eren Manavoglu

In digital goods auctions, there is an auctioneer who sells an item with unlimited supply to a set of potential buyers, and the objective is to design truthful auction to maximize the total profit of the auctioneer. Motivated from an…

计算机科学与博弈论 · 计算机科学 2011-07-27 Nick Gravin , Pinyan Lu

We present a new approach to machine learning-powered combinatorial auctions, which is based on the principles of Differential Privacy. Our methodology guarantees that the auction mechanism is truthful, meaning that rational bidders have…

计算机科学与博弈论 · 计算机科学 2024-05-20 Arash Jamshidi , Seyed Mohammad Hosseini , Seyed Mahdi Noormousavi , Mahdi Jafari Siavoshani

We consider a multi-round auction setting motivated by pay-per-click auctions for Internet advertising. In each round the auctioneer selects an advertiser and shows her ad, which is then either clicked or not. An advertiser derives value…

数据结构与算法 · 计算机科学 2013-06-05 Moshe Babaioff , Yogeshwer Sharma , Aleksandrs Slivkins

Fraud has severely detrimental impacts on the business of social networks and other online applications. A user can become a fake celebrity by purchasing "zombie followers" on Twitter. A merchant can boost his reputation through fake…

社会与信息网络 · 计算机科学 2018-11-07 Yikun Ban , Jiao Sun , Xin Liu

Deception is a fundamental issue across a diverse array of settings, from cybersecurity, where decoys (e.g., honeypots) are an important tool, to politics that can feature politically motivated "leaks" and fake news about candidates.Typical…

人工智能 · 计算机科学 2019-11-15 Andrew Estornell , Sanmay Das , Yevgeniy Vorobeychik

The minimization of specific cases in binary classification, such as false negatives or false positives, grows increasingly important as humans begin to implement more machine learning into current products. While there are a few methods to…

机器学习 · 计算机科学 2022-04-07 Sanskriti Singh

We show that while anonymization effectively obscures firm identity, it significantly reduces the power of textual understanding, thereby diminishing models' ability to extract meaningful economic signals from financial texts. This…

综合金融 · 定量金融 2025-11-20 Ke Wu , Baozhong Yang , Zhenkun Ying , Dexin Zhou

The problem of inferring the binomial parameter p from x successes obtained in n trials is reviewed and extended to take into account the presence of background, that can affect the data in two ways: a) fake successes are due to a…

数据分析、统计与概率 · 物理学 2007-05-23 G. D'Agostini

Empirical investigations into unintended model behavior often show that the algorithm is predicting another outcome than what was intended. These exposes highlight the need to identify when algorithms predict unintended quantities - ideally…

统计方法学 · 统计学 2026-01-27 Amanda Coston

Income verification is the problem of validating a person's stated income given basic identity information such as name, location, job title and employer. It is widely used in the context of mortgage lending, rental applications and other…

信息检索 · 计算机科学 2021-06-22 Chirag Mahapatra , Kedar Bellare

We provide a unifying way to analyze how risk aversion changes bidding in auctions by asking which bids become more attractive as bidders become more risk averse. In first-price auctions, under two payoff conditions--winning is never worse…

理论经济学 · 经济学 2026-03-11 Marilyn Pease , Mark Whitmeyer

We examine ``tournament'' second-price auctions in which $N$ bidders compete for the right to participate in a second stage and contend against bidder $N+1$. When the first $N$ bidders are committed so that their bids cannot be changed in…

理论经济学 · 经济学 2024-03-14 Luca Anderlini , GaOn Kim

In voting theory, bribery is a form of manipulative behavior in which an external actor (the briber) offers to pay the voters to change their votes in order to get her preferred candidate elected. We investigate a model of bribery where the…

计算机科学与博弈论 · 计算机科学 2015-05-13 E. Elkind , P. Faliszewski , A. Slinko

The act of bluffing confounds game designers to this day. The very nature of bluffing is even open for debate, adding further complication to the process of creating intelligent virtual players that can bluff, and hence play, realistically.…

人工智能 · 计算机科学 2007-05-23 Evan Hurwitz , Tshilidzi Marwala

In this paper, we study the probability of successful deception of an uncompressed biometric authentication system with side information at the adversary. It represents the scenario where the adversary may have correlated side information,…

信息论 · 计算机科学 2016-11-18 Wei Kang , Daming Cao , Nan Liu

In social choice theory, anonymity (all agents being treated equally) and neutrality (all alternatives being treated equally) are widely regarded as ``minimal demands'' and ``uncontroversial'' axioms of equity and fairness. However, the ANR…

计算机科学与博弈论 · 计算机科学 2023-07-14 Lirong Xia

In a game of persuasion with evidence, a sender has private information. By presenting evidence on the information, the sender wishes to persuade a receiver to take a single action (e.g., hire a job candidate, or convict a defendant). The…

计算机科学与博弈论 · 计算机科学 2024-09-10 Martin Hoefer , Pasin Manurangsi , Alexandros Psomas

Strategy-proof mechanisms are widely used in market design. In an abstract allocation framework where outside options are available to agents, we obtain two results for strategy-proof mechanisms. They provide a unified foundation for…

理论经济学 · 经济学 2021-01-05 Jun Zhang

In an auction each party bids a certain amount and the one which bids the highest is the winner. Interestingly, auctions can also be used as models for other real-world systems. In an all pay auction all parties must pay a forfeit for…

理论经济学 · 经济学 2026-03-04 Benjamin Kang , James Unwin