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A key challenge in multi-robot and multi-agent systems is generating solutions that are robust to other self-interested or even adversarial parties who actively try to prevent the agents from achieving their goals. The practicality of…

人工智能 · 计算机科学 2017-10-19 Trong Nghia Hoang , Yuchen Xiao , Kavinayan Sivakumar , Christopher Amato , Jonathan How

In cybersecurity, attackers range from brash, unsophisticated script kiddies and cybercriminals to stealthy, patient advanced persistent threats. When modeling these attackers, we can observe that they demonstrate different risk-seeking and…

密码学与安全 · 计算机科学 2021-09-27 Erick Galinkin , John Carter , Spiros Mancoridis

Adversarial attacks perturb images such that a deep neural network produces incorrect classification results. A promising approach to defend against adversarial attacks on natural multi-object scenes is to impose a context-consistency…

计算机视觉与模式识别 · 计算机科学 2022-03-30 Zikui Cai , Shantanu Rane , Alejandro E. Brito , Chengyu Song , Srikanth V. Krishnamurthy , Amit K. Roy-Chowdhury , M. Salman Asif

This study provides a new understanding of the adversarial attack problem by examining the correlation between adversarial attack and visual attention change. In particular, we observed that: (1) images with incomplete attention regions are…

计算机视觉与模式识别 · 计算机科学 2023-01-02 Shangxi Wu , Jitao Sang , Kaiyuan Xu , Jiaming Zhang , Jian Yu

Despite incredible advances, deep learning has been shown to be susceptible to adversarial attacks. Numerous approaches have been proposed to train robust networks both empirically and certifiably. However, most of them defend against only…

人工智能 · 计算机科学 2023-06-28 Yimu Wang , Dinghuai Zhang , Yihan Wu , Heng Huang , Hongyang Zhang

Motivated by applications in cyber security, we develop a simple game model for describing how a learning agent's private information influences an observing agent's inference process. The model describes a situation in which one of the…

计算机科学与博弈论 · 计算机科学 2019-09-16 Erik Miehling , Roy Dong , Cédric Langbort , Tamer Başar

We study a class of games, in which the adversary (attacker) is to satisfy a complex mission specified in linear temporal logic, and the defender is to prevent the adversary from achieving its goal. A deceptive defender can allocate decoys,…

计算机科学与博弈论 · 计算机科学 2020-10-06 Abhishek N. Kulkarni , Jie Fu , Huan Luo , Charles A. Kamhoua , Nandi O. Leslie

We show that we can easily design a single adversarial perturbation $P$ that changes the class of $n$ images $X_1,X_2,\dots,X_n$ from their original, unperturbed classes $c_1, c_2,\dots,c_n$ to desired (not necessarily all the same) classes…

计算机视觉与模式识别 · 计算机科学 2023-08-09 Stanislav Fort

This paper considers an M-pursuer N-evader scenario involving virtual targets. The virtual targets serve as an intermediary target for the pursuers, allowing the pursuers to delay their final assignment to the evaders. However, upon…

最优化与控制 · 数学 2023-12-21 Isaac E. Weintraub , Alexander Von Moll , David W. Casbeer , Satyanarayana G. Manyam

We consider correlated equilibria in strategic games in an adversarial environment, where an adversary can compromise the public signal used by the players for choosing their strategies, while players aim at detecting a potential attack as…

计算机科学与博弈论 · 计算机科学 2025-07-01 Kiarash Kazari , Aris Kanellopoulos , György Dán

Electric power grid components, such as high voltage transformers (HVTs), generating stations, substations, etc. are expensive to maintain and, in the event of failure, replace. Thus, regularly monitoring the behavior of such components is…

计算机科学与博弈论 · 计算机科学 2020-10-09 Sailik Sengupta , Kaustav Basu , Arunabha Sen , Subbarao Kambhampati

This paper proposes a new perspective on the conventional planar target tracking problem. One evader and one pursuer are considered in the dynamics. In the planar tracking, pursuer has the ability to measure the position and the velocity…

系统与控制 · 计算机科学 2018-01-10 Nan Yu , Chifu Yang , Miao Li

This paper addresses the security allocation problem within networked control systems, which consist of multiple interconnected control systems under the influence of two opposing agents: a defender and a malicious adversary. The adversary…

系统与控制 · 电气工程与系统科学 2026-03-31 Anh Tung Nguyen , Andreas Hertzberg , André MH Teixeira

Similar to a strategic interaction between rational and intelligent agents, cryptography problems can be examined through the prism of game theory. In this setting, the agent aiming to protect a message is called the defender, while the one…

密码学与安全 · 计算机科学 2026-04-28 Willie Kouam , Stefan Rass , Zahra Seyedi , Shahzad Ahmad , Eckhard Pfluegel

In classic network security games, the defender distributes defending resources to the nodes of the network, and the attacker attacks a node, with the objective to maximize the damage caused. Existing models assume that the attack at node u…

计算机科学与博弈论 · 计算机科学 2020-12-10 Rufan Bai , Haoxing Lin , Xinyu Yang , Xiaowei Wu , Minming Li , Weijia Jia

A conflict between rational and autonomous agents is considered. The paper addresses a differential game of protecting a target in the 3-D space. This problem highlights the strong correlation between the highly dynamic scenario, the…

最优化与控制 · 数学 2022-02-07 Eloy Garcia , Isaac Weintraub , David W. Casbeer , Meir Pachter

The Stackelberg security game is played between a defender and an attacker, where the defender needs to allocate a limited amount of resources to multiple targets in order to minimize the loss due to adversarial attack by the attacker.…

计算机科学与博弈论 · 计算机科学 2022-04-27 Rufan Bai , Haoxing Lin , Xinyu Yang , Xiaowei Wu , Minming Li , Weijia Jia

This paper is concerned with the optimal allocation of detection resources (sensors) to mitigate multi-stage attacks, in the presence of the defender's uncertainty in the attacker's intention. We model the attack planning problem using a…

计算机科学与博弈论 · 计算机科学 2023-06-26 Haoxiang Ma , Shuo Han , Charles A. Kamhoua , Jie Fu

A checkers-like model game with a simplified set of rules is studied through extensive simulations of agents with different expertise and strategies. The introduction of complementary strategies, in a quite general way, provides a tool to…

In recent years, multi-player multi-armed bandits (MP-MAB) have been extensively studied due to their wide applications in cognitive radio networks and Internet of Things systems. While most existing research on MP-MAB focuses on…

机器学习 · 计算机科学 2025-10-01 Jingqi Fan , Canzhe Zhao , Shuai Li , Siwei Wang