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In this paper we consider a mean field approach to modeling the agents flow over a transportation network. In particular, beside a standard framework of mean field games, with controlled dynamics by the agents and costs mass-distribution…

最优化与控制 · 数学 2020-06-18 Fabio Bagagiolo , Rosario Maggistro , Raffaele Pesenti

Multi-agent learning provides a potential framework for learning and simulating traffic behaviors. This paper proposes a novel architecture to learn multiple driving behaviors in a traffic scenario. The proposed architecture can learn…

机器学习 · 计算机科学 2018-11-20 Meha Kaushik , Phaniteja S , K. Madhava Krishna

This paper studies the performance of overlay device-to-device (D2D) communication links via carrier sense multiple access (CSMA) protocols. We assume that the D2D links have heterogeneous rate requirements and different willingness to pay,…

计算机科学与博弈论 · 计算机科学 2016-11-17 Jiangbin Lyu , Yong Huat Chew , Wai-Choong Wong

Socio-technical networks represent emerging cyber-physical infrastructures that are tightly interwoven with human networks. The coupling between human and technical networks presents significant challenges in managing, controlling, and…

系统与控制 · 电气工程与系统科学 2024-11-07 Quanyan Zhu , Tamer Başar

In multi-hop ad hoc networks, selfish nodes may unduly acquire high quality of service (QoS) by assigning higher priority to source packets and lower priority to transit packets. Such traffic remapping attacks (TRAs) are cheap to launch,…

网络与互联网体系结构 · 计算机科学 2018-03-09 Jerzy Konorski , Szymon Szott

Cooperative problems under continuous control have always been the focus of multi-agent reinforcement learning. Existing algorithms suffer from the problem of uneven learning degree with the increase of the number of agents. In this paper,…

多智能体系统 · 计算机科学 2021-07-05 Kai Liu , Yuyang Zhao , Gang Wang , Bei Peng

In decision support systems, it is essential to get a candidate solution fast, even if it means resorting to an approximation. This constraint introduces a scalability requirement with regard to the kind of heuristics which can be used in…

多智能体系统 · 计算机科学 2014-05-22 D. Krzywicki , Ł. Faber , A. Byrski , M. Kisiel-Dorohinicki

In this paper , we optimize the resource Allocation management by using game-Theory . In this paper we can optimize number of users in resource allocation management by using the user-sub-channel-soap matching algorithm (USMA) for…

信号处理 · 电气工程与系统科学 2019-06-11 Mahsa Khodakhah , Nahid Ardalani

Nearly all simulation-based games have environment parameters that affect incentives in the interaction but are not explicitly incorporated into the game model. To understand the impact of these parameters on strategic incentives, typical…

计算机科学与博弈论 · 计算机科学 2026-05-06 Madelyn Gatchel , Bryce Wiedenbeck

Stealthy attacks are a major cyber-security threat. In practice, both attackers and defenders have resource constraints that could limit their capabilities. Hence, to develop robust defense strategies, a promising approach is to utilize…

计算机科学与博弈论 · 计算机科学 2019-10-22 Ming Zhang , Zizhan Zheng , Ness B. Shroff

Conventional distributed approaches to coverage control may suffer from lack of convergence and poor performance, due to the fact that agents have limited information, especially in non-convex discrete environments. To address this issue,…

计算机科学与博弈论 · 计算机科学 2024-04-09 Tatsuya Iwase , Aurélie Beynier , Nicolas Bredeche , Nicolas Maudet , Jason R. Marden

In this paper, we consider a mobility system of travelers and providers, and propose a "mobility game" to study when a traveler is matched to a provider. Each traveler seeks to travel using the services of only one provider, who manages one…

系统与控制 · 电气工程与系统科学 2022-06-14 Ioannis Vasileios Chremos , Andreas Malikopoulos

Trajectory prediction aims to forecast agents' possible future locations considering their observations along with the video context. It is strongly needed by many autonomous platforms like tracking, detection, robot navigation, and…

计算机视觉与模式识别 · 计算机科学 2023-05-09 Conghao Wong , Beihao Xia , Qinmu Peng , Wei Yuan , Xinge You

Game theory is an established branch of mathematics that offers a rich set of mathematical tools for multi-person strategic decision making that can be used to model the interactions of decision makers in security problems who compete for…

计算机科学与博弈论 · 计算机科学 2019-11-04 Azhar Iqbal , Lachlan J. Gunn , Mingyu Guo , M. Ali Babar , Derek Abbott

Open ad hoc teamwork is the problem of training a single agent to efficiently collaborate with an unknown group of teammates whose composition may change over time. A variable team composition creates challenges for the agent, such as the…

多智能体系统 · 计算机科学 2023-10-31 Arrasy Rahman , Ignacio Carlucho , Niklas Höpner , Stefano V. Albrecht

Advanced persistent threats (APT) combine a variety of different attack forms ranging from social engineering to technical exploits. The diversity and usual stealthiness of APT turns them into a central problem of contemporary practical…

密码学与安全 · 计算机科学 2022-05-03 Stefan Rass , Sandra König , Stefan Schauer

Resource allocation is the process of optimizing the rare resources. In the area of security, how to allocate limited resources to protect a massive number of targets is especially challenging. This paper addresses this resource allocation…

计算机科学与博弈论 · 计算机科学 2019-02-26 Xu Liu , Xiaoqiang Di , Jinqing Li , Huan Wang , Jianping Zhao , Huamin Yang , Ligang Cong

High performance machine learning models have become highly dependent on the availability of large quantity and quality of training data. To achieve this, various central agencies such as the government have suggested for different data…

机器学习 · 计算机科学 2019-11-27 Zhiliang Chen

Game-theoretic models and solution concepts provide rigorous tools for predicting collective behavior in multi-agent systems. In practice, however, different agents may rely on different game-theoretic models to design their strategies. As…

计算机科学与博弈论 · 计算机科学 2026-01-26 Bryce L. Ferguson , Chinmay Maheshwari , Manxi Wu , Shankar Sastry

This paper presents a potential game approach for distributed cooperative selection of informative sensors, when the goal is to maximize the mutual information between the measurement variables and the quantities of interest. It is proved…

系统与控制 · 计算机科学 2014-03-05 Han-Lim Choi , Su-Jin Lee