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Recommendation systems often face exploration-exploitation tradeoffs: the system can only learn about the desirability of new options by recommending them to some user. Such systems can thus be modeled as multi-armed bandit settings;…

计算机科学与博弈论 · 计算机科学 2020-07-02 Gal Bahar , Omer Ben-Porat , Kevin Leyton-Brown , Moshe Tennenholtz

We consider an agent community wishing to decide on several binary issues by means of issue-by-issue majority voting. For each issue and each agent, one of the two options is better than the other. However, some of the agents may be…

计算机科学与博弈论 · 计算机科学 2022-07-12 Shiri Alouf-Heffetz , Laurent Bulteau , Edith Elkind , Nimrod Talmon , Nicholas Teh

Buyers (e.g., advertisers) often have limited financial and processing resources, and so their participation in auctions is throttled. Changes to auctions may affect bids or throttling and any change may affect what winners pay. This paper…

应用统计 · 统计学 2016-05-31 Guillaume W. Basse , Hossein Azari Soufiani , Diane Lambert

In hypothesis testing, a false discovery occurs when a hypothesis is incorrectly rejected due to noise in the sample. When adaptively testing multiple hypotheses, the probability of a false discovery increases as more tests are performed.…

机器学习 · 统计学 2020-10-22 Wanrong Zhang , Gautam Kamath , Rachel Cummings

In combinatorics, the probabilistic method is a very powerful tool to prove the existence of combinatorial objects with interesting and useful properties. Explicit constructions of objects with such properties are often very difficult, or…

计算复杂性 · 计算机科学 2007-05-23 Luca Trevisan

DeepFake technology has gained significant attention due to its ability to manipulate facial attributes with high realism, raising serious societal concerns. Face-Swap DeepFake is the most harmful among these techniques, which fabricates…

计算机视觉与模式识别 · 计算机科学 2024-10-17 Pu Sun , Honggang Qi , Yuezun Li

We study a mechanism-design problem in which spiteful agents strive to not only maximize their rewards but also, contingent upon their own payoff levels, seek to lower the opponents' rewards. We characterize all individually rational (IR)…

计算机科学与博弈论 · 计算机科学 2025-12-02 Aditya Aradhye , David Lagziel , Eilon Solan

Machine Learning systems are increasingly prevalent across healthcare, law enforcement, and finance but often operate on historical data, which may carry biases against certain demographic groups. Causal and counterfactual fairness provides…

机器学习 · 计算机科学 2024-07-09 Jake Robertson , Noah Hollmann , Noor Awad , Frank Hutter

Counterfactual explanations are gaining prominence within technical, legal, and business circles as a way to explain the decisions of a machine learning model. These explanations share a trait with the long-established "principal reason"…

计算机与社会 · 计算机科学 2019-12-12 Solon Barocas , Andrew D. Selbst , Manish Raghavan

When testing multiple hypothesis in a survey --e.g. many different source locations, template waveforms, and so on-- the final result consists in a set of confidence intervals, each one at a desired confidence level. But the probability…

广义相对论与量子宇宙学 · 物理学 2009-11-11 L. Baggio , G. A. Prodi

The Adjusted Winner (AW) method is a fundamental procedure for the fair division of indivisible resources between two agents. However, its reliance on splitting resources can lead to practical complications. To address this limitation, we…

计算机科学与博弈论 · 计算机科学 2026-02-13 Robert Bredereck , Bin Sun , Eyal Briman , Nimrod Talmon

An increasingly common socio-technical problem is people being taken in by offers that sound ``too good to be true'', where persuasion and trust shape decision-making. This paper investigates how \abr{ai} can help detect these deceptive…

When agents are acting together, they may need a simple mechanism to decide on joint actions. One possibility is to have the agents express their preferences in the form of a ballot and use a voting rule to decide the winning action(s).…

人工智能 · 计算机科学 2012-04-18 Toby Walsh

In diffusion auctions, sellers can leverage an underlying social network to broaden participation, thereby increasing their potential revenue. Specifically, sellers can incentivise participants in their auction to diffuse information about…

计算机科学与博弈论 · 计算机科学 2025-11-13 Rustam Galimullin , Munyque Mittelmann , Laurent Perrussel

We formalise the notion of an anonymous public announcement in the tradition of public announcement logic. Such announcements can be seen as in-between a public announcement from ``the outside" (an announcement of $\phi$) and a public…

计算机科学中的逻辑 · 计算机科学 2025-04-22 Thomas Ågotnes , Rustam Galimullin , Ken Satoh , Satoshi Tojo

We propose models for lobbying in a probabilistic environment, in which an actor (called "The Lobby") seeks to influence voters' preferences of voting for or against multiple issues when the voters' preferences are represented in terms of…

计算复杂性 · 计算机科学 2011-03-01 Daniel Binkele-Raible , Gábor Erdélyi , Henning Fernau , Judy Goldsmith , Nicholas Mattei , Jörg Rothe

As machine learning models are increasingly used in critical decision-making settings (e.g., healthcare, finance), there has been a growing emphasis on developing methods to explain model predictions. Such \textit{explanations} are used to…

机器学习 · 计算机科学 2021-06-29 Dylan Slack , Sophie Hilgard , Sameer Singh , Himabindu Lakkaraju

In many real-world scenarios, a single Large Language Model (LLM) may encounter contradictory claims-some accurate, others forcefully incorrect-and must judge which is true. We investigate this risk in a single-turn, multi-agent debate…

计算与语言 · 计算机科学 2025-04-02 Mahak Agarwal , Divyam Khanna

Most work on manipulation assumes that all preferences are known to the manipulators. However, in many settings elections are open and sequential, and manipulators may know the already cast votes but may not know the future votes. We…

计算机科学与博弈论 · 计算机科学 2013-10-28 Edith Hemaspaandra , Lane A. Hemaspaandra , Joerg Rothe

The existence of EFX allocations is a major open problem in fair division, even for additive valuations. The current state of the art is that no setting where EFX allocations are impossible is known, and EFX is known to exist for ($i$)…

计算机科学与博弈论 · 计算机科学 2021-03-02 Ben Berger , Avi Cohen , Michal Feldman , Amos Fiat