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Automotive insurers increasingly have access to telematic information via black-box recorders installed in the insured vehicle, and wish to identify undesirable behaviour which may signify increased risk or uninsured activities. However,…

机器学习 · 统计学 2024-04-23 Mark McLeod , Bernardo Perez-Orozco , Nika Lee , Davide Zilli

Bayesian inference has theoretical attractions as a principled framework for reasoning about beliefs. However, the motivations of Bayesian inference which claim it to be the only 'rational' kind of reasoning do not apply in practice. They…

机器学习 · 统计学 2022-11-14 Sebastian Farquhar

We study computational questions in a game-theoretic model that, in particular, aims to capture advertising/persuasion applications such as viral marketing. Specifically, we consider a multi-agent Bayesian persuasion model where an informed…

计算机科学与博弈论 · 计算机科学 2016-03-07 Yakov Babichenko , Siddharth Barman

A persuasion policy successfully persuades an agent to pick a particular action only if the information is designed in a manner that convinces the agent that it is in their best interest to pick that action. Thus, it is natural to ask, what…

计算机科学与博弈论 · 计算机科学 2024-08-27 Reema Deori , Ankur A. Kulkarni

Predicting the outcomes of cyber-physical systems with multiple human interactions is a challenging problem. This article reviews a game theoretical approach to address this issue, where reinforcement learning is employed to predict the…

多智能体系统 · 计算机科学 2019-10-14 Mert Albaba , Yildiray Yildiz

Data-driven predictions are often perceived as inaccurate in hindsight due to behavioral responses. In this study, we explore the role of interface design choices in shaping individuals' decision-making processes in response to predictions…

人机交互 · 计算机科学 2024-04-29 Dongping Zhang , Jason Hartline , Jessica Hullman

In the inference attacks studied in Quantitative Information Flow (QIF), the attacker typically tries to interfere with the system in the attempt to increase its leakage of secret information. The defender, on the other hand, typically…

密码学与安全 · 计算机科学 2018-05-22 Mário S. Alvim , Konstantinos Chatzikokolakis , Yusuke Kawamoto , Catuscia Palamidessi

Strategic information disclosure, in its simplest form, considers a game between an information provider (sender) who has access to some private information that an information receiver is interested in. While the receiver takes an action…

计算机科学与博弈论 · 计算机科学 2024-03-14 Raj Kiriti Velicheti , Melih Bastopcu , S. Rasoul Etesami , Tamer Başar

We propose a new algorithm for inferring the state of hidden spins and reconstructing the connections in a synchronous kinetic Ising model, given the observed history. Focusing on the case in which the hidden spins are conditionally…

无序系统与神经网络 · 物理学 2015-06-11 Claudia Battistin , John Hertz , Joanna Tyrcha , Yasser Roudi

Trajectory prediction is a fundamental technology for advanced autonomous driving systems and represents one of the most challenging problems in the field of cognitive intelligence. Accurately predicting the future trajectories of each…

机器人学 · 计算机科学 2025-04-24 Qu Weiming , Wang Jia , Du Jiawei , Zhu Yuanhao , Yu Jianfeng , Xia Rui , Cao Song , Wu Xihong , Luo Dingsheng

In smart transportation, intelligent systems avoid potential collisions by predicting the intent of traffic agents, especially pedestrians. Pedestrian intent, defined as future action, e.g., start crossing, can be dependent on traffic…

计算机视觉与模式识别 · 计算机科学 2023-01-18 Chen Zhou , Ghassan AlRegib , Armin Parchami , Kunjan Singh

We add the assumption that players know their opponents' payoff functions and rationality to a model of non-equilibrium learning in signaling games. Agents are born into player roles and play against random opponents every period.…

理论经济学 · 经济学 2020-01-16 Drew Fudenberg , Kevin He

The heavy traffic and related issues have always been concerns for modern cities. With the help of deep learning and reinforcement learning, people have proposed various policies to solve these traffic-related problems, such as smart…

机器学习 · 计算机科学 2021-05-27 Chang Liu , Guanjie Zheng , Zhenhui Li

A central concept in active inference is that the internal states of a physical system parametrise probability measures over states of the external world. These can be seen as an agent's beliefs, expressed as a Bayesian prior or posterior.…

人工智能 · 计算机科学 2021-12-28 Nathaniel Virgo , Martin Biehl , Simon McGregor

We study the tiered deferred acceptance mechanism used in school admissions, such as in China and Turkey. This mechanism partitions schools into tiers and applies the deferred acceptance algorithm within each tier. Once assigned, students…

理论经济学 · 经济学 2024-10-21 Jiarui Xie

Bayes' theorem incorporates distinct types of information through the likelihood and prior. Direct observations of state variables enter the likelihood and modify posterior probabilities through consistent updating. Information in terms of…

统计方法学 · 统计学 2024-07-19 Duncan K. Foley , Ellis Scharfenaker

Classical Bayesian persuasion studies how a sender influences receivers through carefully designed signaling policies within a single strategic interaction. In many real-world environments, such interactions are repeated across multiple…

计算机科学与博弈论 · 计算机科学 2026-03-24 Ata Poyraz Turna , Asrin Efe Yorulmaz , Tamer Başar

Probability models have been proposed in the literature to account for "intelligent" behavior in many contexts. In this paper, probability propagation is applied to model agent's motion in potentially complex scenarios that include goals…

Predicting the behavior of surrounding vehicles is a critical problem in automated driving. We present a novel game theoretic behavior prediction model that achieves state of the art prediction accuracy by explicitly reasoning about…

人工智能 · 计算机科学 2019-01-08 Mihir Jain , Kyle Brown , Ahmed K. Sadek

In this work, we investigate a steering problem in a mediator-augmented two-player normal-form game, where the mediator aims to guide players toward a specific action profile through information and incentive design. We first characterize…

计算机科学与博弈论 · 计算机科学 2025-09-01 Asrin Efe Yorulmaz , Raj Kiriti Velicheti , Melih Bastopcu , Tamer Başar