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Testing the validity of claims made by self-proclaimed experts can be impossible when testing them in isolation, even with infinite observations at the disposal of the tester. However, in a multiple expert setting it is possible to design a…

计算机科学与博弈论 · 计算机科学 2019-12-16 Jorge Barreras , Alvaro Riascos

The classic notion of \emph{truthfulness} requires that no agent has a profitable manipulation -- an untruthful report that, for \emph{some} combination of reports of the other agents, increases her utility. This strong notion implicitly…

计算机科学与博弈论 · 计算机科学 2026-01-07 Eden Hartman , Erel Segal-Halevi , Biaoshuai Tao

Learning requires both study and curiosity. A good learner is not only good at extracting information from the data given to it, but also skilled at finding the right new information to learn from. This is especially true when a human…

计算机视觉与模式识别 · 计算机科学 2021-09-03 Ervin Teng , Bob Iannucci

Fairness has emerged as an important consideration in algorithmic decision-making. Unfairness occurs when an agent with higher merit obtains a worse outcome than an agent with lower merit. Our central point is that a primary cause of…

机器学习 · 计算机科学 2021-11-11 Ashudeep Singh , David Kempe , Thorsten Joachims

We consider a problem where agents have private positions on a line, and public approval preferences over two facilities, and their cost is the maximum distance from their approved facilities. The goal is to decide the facility locations to…

计算机科学与博弈论 · 计算机科学 2023-12-19 Mohammad Lotfi , Alexandros A. Voudouris

This paper studies the optimal mechanism to motivate effort in a dynamic principal-agent model without transfers. An agent is engaged in a task with uncertain future rewards and can quit at any time. The principal knows the reward and…

理论经济学 · 经济学 2026-01-16 Chang Liu

A key problem in verification of multi-agent systems by model checking concerns the fact that the state-space of the system grows exponentially with the number of agents present. This makes practical model checking unfeasible whenever the…

多智能体系统 · 计算机科学 2014-05-26 Panagiotis Kouvaros , Alessio Lomuscio

We study the diffusion of a true and a false message (misinformation) when agents are biased and able to verify messages. As a recipient of a false message who verifies it becomes informed of the truth, a higher prevalence of misinformation…

理论经济学 · 经济学 2026-02-25 Luca Paolo Merlino , Nicole Tabasso

We develop a general problem setting for training and testing the ability of agents to gather information efficiently. Specifically, we present a collection of tasks in which success requires searching through a partially-observed…

机器学习 · 计算机科学 2016-12-09 Philip Bachman , Alessandro Sordoni , Adam Trischler

We revisit the well-studied problem of designing mechanisms for one-sided matching markets, where a set of $n$ agents needs to be matched to a set of $n$ heterogeneous items. Each agent $i$ has a value $v_{i,j}$ for each item $j$, and these…

计算机科学与博弈论 · 计算机科学 2020-01-22 Rediet Abebe , Richard Cole , Vasilis Gkatzelis , Jason D. Hartline

We consider a truthful facility location problem with agents that have private positions on the line of real numbers and known optional preferences over two obnoxious facilities that must be placed at locations chosen from a given set of…

计算机科学与博弈论 · 计算机科学 2024-10-22 Panagiotis Kanellopoulos , Alexandros A. Voudouris

This paper studies the persuasion of a receiver who accesses information only if she exerts costly attention effort. A sender designs an experiment to persuade the receiver to take a specific action. The experiment affects the receiver's…

理论经济学 · 经济学 2026-04-07 Pietro Dall'Ara

The desire and ability to seek new information strategically are fundamental to human learning but often overlooked in current language agent evaluation. We analyze a popular web shopping task designed to test language agents' ability to…

计算与语言 · 计算机科学 2024-06-18 Sanxing Chen , Sam Wiseman , Bhuwan Dhingra

We show that in delegation problems, a principal benefits from belief misalignment vis-\`a-vis an agent when the latter can flexibly acquire costly information. The agent optimally succumbs to confirmatory learning, leading him to favor the…

理论经济学 · 经济学 2025-07-30 Pavel Ilinov , Andrei Matveenko , Maxim Senkov , Egor Starkov

When deploying autonomous agents in the real world, we need effective ways of communicating objectives to them. Traditional skill learning has revolved around reinforcement and imitation learning, each with rigid constraints on the format…

人工智能 · 计算机科学 2019-11-21 Mark Woodward , Chelsea Finn , Karol Hausman

We consider the problem of designing truthful auctions, when the bidders' valuations have a public and a private component. In particular, we consider combinatorial auctions where the valuation of an agent $i$ for a set $S$ of items can be…

计算机科学与博弈论 · 计算机科学 2015-05-19 Gagan Goel , Chinmay Karande , Lei Wang

Many important properties of multi-agent systems refer to the participants' ability to achieve a given goal, or to prevent the system from an undesirable event. Among intelligent agents, the goals are often of epistemic nature, i.e.,…

多智能体系统 · 计算机科学 2023-10-19 Masoud Tabatabaei , Wojciech Jamroga

Sequential allocation is a simple and widely studied mechanism to allocate indivisible items in turns to agents according to a pre-specified picking sequence of agents. At each turn, the current agent in the picking sequence picks its most…

数据结构与算法 · 计算机科学 2019-09-17 Mingyu Xiao , Jiaxing Ling

This article studies the problem of evaluating the information that a Principal lacks when establishing an incentive contract with an Agent whose effort is not observable. The Principal ("she") pays a continuous rent to the Agent ("he"),…

最优化与控制 · 数学 2023-04-10 Ishak Hajjej , Caroline Hillairet , Mohamed Mnif

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
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