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With the surge in mobile gaming, accurately predicting user spending on newly downloaded games has become paramount for maximizing revenue. However, the inherently unpredictable nature of user behavior poses significant challenges in this…

信息检索 · 计算机科学 2024-04-15 Peijie Sun , Yifan Wang , Min Zhang , Chuhan Wu , Yan Fang , Hong Zhu , Yuan Fang , Meng Wang

Autonomous systems can substantially enhance a human's efficiency and effectiveness in complex environments. Machines, however, are often unable to observe the preferences of the humans that they serve. Despite the fact that the human's and…

机器学习 · 统计学 2017-05-29 Agostino Capponi , Reza Ghanadan , Matt Stern

An universal primal-dual approach of description equilibriums in large class of hierarchical congestion population games is proposed. At the very core of the approach is hierarchy of enclosed to each other transport networks. In different…

最优化与控制 · 数学 2016-03-09 Alexander Gasnikov , Evgenia Gasnikova , Sergey Matsievsky , Inna Usik

Traffic scenarios are inherently interactive. Multiple decision-makers predict the actions of others and choose strategies that maximize their rewards. We view these interactions from the perspective of game theory which introduces various…

机器学习 · 计算机科学 2020-04-28 Christian Muench , Frans A. Oliehoek , Dariu M. Gavrila

Perception and prediction modules are critical components of autonomous driving systems, enabling vehicles to navigate safely through complex environments. The perception module is responsible for perceiving the environment, including…

计算机视觉与模式识别 · 计算机科学 2024-12-19 Lucas Dal'Col , Miguel Oliveira , Vítor Santos

We study random utility (RU) rationality with aggregation when the underlying alternatives in each aggregate vary across consumers and are unobserved, as is typical for an outside option. RUM over the underlying alternatives is the natural…

理论经济学 · 经济学 2026-03-10 Yuexin Liao , Kota Saito , Alec Sandroni

The abilities to understand the social interaction behaviors between a vehicle and its surroundings while predicting its trajectory in an urban environment are critical for road safety in autonomous driving. Social interactions are hard to…

人工智能 · 计算机科学 2023-08-09 Amina Ghoul , Itheri Yahiaoui , Anne Verroust-Blondet , Fawzi Nashashibi

Cooperation is a ubiquitous phenomenon in many natural, social, and engineered systems with multiple agents. Understanding the formation of cooperation in mixed traffic is of theoretical interest in its own right, and could also benefit the…

物理与社会 · 物理学 2025-02-26 Di Chen , Jia Li , H. Michael Zhang

Many collective decision-making settings feature a strategic tension between agents acting out of individual self-interest and promoting a common good. These include wearing face masks during a pandemic, voting, and vaccination. Networked…

计算机科学与博弈论 · 计算机科学 2021-05-04 Sixie Yu , David Kempe , Yevgeniy Vorobeychik

Robots deployed to the real world must be able to interact with other agents in their environment. Dynamic game theory provides a powerful mathematical framework for modeling scenarios in which agents have individual objectives and…

We study strategic interaction in data-driven games where players face uncertainty about payoff distributions inferred from finite samples. To model calibrated attitudes toward such uncertainty, we formulate distributionally robust games…

计算机科学与博弈论 · 计算机科学 2026-05-28 Bharat Gangwani , Arunesh Sinha

Achieving human-AI alignment in complex multi-agent games is crucial for creating trustworthy AI agents that enhance gameplay. We propose a method to evaluate this alignment using an interpretable task-sets framework, focusing on high-level…

The goal of multi-objective optimisation is to identify a collection of points which describe the best possible trade-offs between the multiple objectives. In order to solve this vector-valued optimisation problem, practitioners often…

最优化与控制 · 数学 2025-05-09 Ben Tu , Nikolas Kantas , Robert M. Lee , Behrang Shafei

We study a general aggregation problem in which a society has to determine its position on each of several issues, based on the positions of the members of the society on those issues. There is a prescribed set of feasible evaluations,…

计算机科学与博弈论 · 计算机科学 2015-03-20 Elad Dokow , Dvir Falik

Adaptive machines have the potential to assist or interfere with human behavior in a range of contexts, from cognitive decision-making to physical device assistance. Therefore it is critical to understand how machine learning algorithms can…

人工智能 · 计算机科学 2023-05-03 Benjamin J. Chasnov , Lillian J. Ratliff , Samuel A. Burden

With autonomous vehicles (AV) set to integrate further into regular human traffic, there is an increasing consensus on treating AV motion planning as a multi-agent problem. However, the traditional game-theoretic assumption of complete…

人工智能 · 计算机科学 2024-06-06 Atrisha Sarkar , Krzysztof Czarnecki

Assistive multi-armed bandit problems can be used to model team situations between a human and an autonomous system like a domestic service robot. To account for human biases such as the risk-aversion described in the Cumulative Prospect…

机器人学 · 计算机科学 2021-04-13 Michael Koller , Timothy Patten , Markus Vincze

Multi-agent trajectory data collected from domains such as team sports often suffer from missing values due to various factors. While many imputation methods have been proposed for spatiotemporal data, they are not well-suited for…

人工智能 · 计算机科学 2025-07-16 Han-Jun Choi , Hyunsung Kim , Minho Lee , Minchul Jeong , Chang-Jo Kim , Jinsung Yoon , Sang-Ki Ko

The focus of this paper is to propose a driver model that incorporates human reasoning levels as actions during interactions with other drivers. Different from earlier work using game theoretical human reasoning levels, we propose a dynamic…

多智能体系统 · 计算机科学 2021-01-19 Cevahir Köprülü , Yıldıray Yıldız

This work considers the deployment of unmanned aerial vehicles (UAVs) over a predefined area to serve a number of ground users. Due to the heterogeneous nature of the network,the UAVs may cause severe interference to the transmissions of…

信号处理 · 电气工程与系统科学 2020-04-03 Hajar El Hammouti , Doha Hamza , Basem Shihada , Mohamed-Slim Alouini , Jeff S. Shamma