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In the evolving digital landscape, it is crucial to study the dynamics of cyberattacks and defences. This study uses an Evolutionary Game Theory (EGT) framework to investigate the evolutionary dynamics of attacks and defences in cyberspace.…

计算机科学与博弈论 · 计算机科学 2025-05-27 Adeela Bashir , Zia Ush Shamszaman , Zhao Song , The Anh Han

Ensuring robust safety alignment is crucial for Large Language Models (LLMs), yet existing defenses often lag behind evolving adversarial attacks due to their \textbf{reliance on static, pre-collected data distributions}. In this paper, we…

人工智能 · 计算机科学 2026-02-09 Xiaoyu Wen , Zhida He , Han Qi , Ziyu Wan , Zhongtian Ma , Ying Wen , Tianhang Zheng , Xingcheng Xu , Chaochao Lu , Qiaosheng Zhang

This work presents a novel communication framework for decentralized multi-agent systems operating in dynamic network environments. Integrated into a multi-agent reinforcement learning system, the framework is designed to enhance…

多智能体系统 · 计算机科学 2025-01-03 Ben McClusky

Large language model (LLM)-based agents are increasingly applied to complex strategic environments that demand long-horizon reasoning, multi-agent interaction, and decision-making under uncertainty. However, common existing benchmarks…

人工智能 · 计算机科学 2026-05-12 Wenjie Tang , Yuan Zhou , Erqiang Xu , Keyan Cheng , Minne Li , Liquan Xiao

Cybersecurity planning supports the selection of and implementation of security controls in resource-constrained settings to manage risk. Doing so requires considering adaptive adversaries with different levels of strategic sophistication…

最优化与控制 · 数学 2023-02-07 Eric B. DuBois , Ashley Peper , Laura A. Albert

Access to the cloud has the potential to provide scalable and cost effective enhancements of physical devices through the use of advanced computational processes run on apparently limitless cyber infrastructure. On the other hand,…

密码学与安全 · 计算机科学 2015-09-16 Jeffrey Pawlick , Sadegh Farhang , Quanyan Zhu

The growing system complexity from microservice architectures and the bilateral enhancement of artificial intelligence (AI) for both attackers and defenders presents increasing security challenges for cloud-native operations. In particular,…

密码学与安全 · 计算机科学 2024-03-05 Yikuan Yan , Keman Huang , Michael Siegel

Large language models (LLMs) demonstrate strong reasoning abilities across mathematical, strategic, and linguistic tasks, yet little is known about how well they reason in dynamic, real-time, multi-agent scenarios, such as collaborative…

多智能体系统 · 计算机科学 2026-01-01 Shaurya Mallampati , Rashed Shelim , Walid Saad , Naren Ramakrishnan

Protecting cyberspace requires not only advanced tools but also a shift in how we reason about threats, trust, and autonomy. Traditional cybersecurity methods rely on manual responses and brittle heuristics. To build proactive and…

密码学与安全 · 计算机科学 2025-07-16 Quanyan Zhu

Promoting behavioural diversity is critical for solving games with non-transitive dynamics where strategic cycles exist, and there is no consistent winner (e.g., Rock-Paper-Scissors). Yet, there is a lack of rigorous treatment for defining…

人工智能 · 计算机科学 2021-06-11 Nicolas Perez Nieves , Yaodong Yang , Oliver Slumbers , David Henry Mguni , Ying Wen , Jun Wang

We propose a novel framework to controller design in environments with a two-level structure: a known high-level graph ("map") in which each vertex is populated by a Markov decision process, called a "room". The framework "separates…

人工智能 · 计算机科学 2025-03-11 Florent Delgrange , Guy Avni , Anna Lukina , Christian Schilling , Ann Nowé , Guillermo A. Pérez

We demonstrate that game-theoretic calculations serve as a useful tool for assisting cyber wargaming teams in identifying useful strategies. We note a significant similarity between formulating cyber wargaming strategies and the methodology…

密码学与安全 · 计算机科学 2018-10-01 Edward Colbert , Alexander Kott , Lawrence Knachel

Advances in networking and computing technologies throughout the early decades of the 21st century have transformed long-standing dreams of pervasive communication and computation into reality. These technologies now form a rapidly evolving…

分布式、并行与集群计算 · 计算机科学 2026-04-15 Mohsen Amini Salehi , Adel N. Tousi , Hai Duc Nguyen , Murtaza Rangwala , Omar Rana , Tevfik Kosar , Valeria Cardellini , Rajkumar Buyya

We introduce deceptive signaling framework as a new defense measure against advanced adversaries in cyber-physical systems. In general, adversaries look for system-related information, e.g., the underlying state of the system, in order to…

密码学与安全 · 计算机科学 2019-02-05 Muhammed O. Sayin , Tamer Basar

With the explosion in the availability of spatio-temporal tracking data in modern sports, there is an enormous opportunity to better analyse, learn and predict important events in adversarial group environments. In this paper, we propose a…

计算机视觉与模式识别 · 计算机科学 2018-05-15 Tharindu Fernando , Sridha Sridharan , Clinton Fookes , Simon Denman

This paper presents a substantially reworked examination of how advanced game-theoretic paradigms can serve as a foundation for the next-generation challenges in Artificial Intelligence (AI), forecasted to arrive in or around 2025. Our…

多智能体系统 · 计算机科学 2025-06-24 Pavel Malinovskiy

Diplomacy is a complex multiplayer game that requires both cooperation and competition, posing significant challenges for AI systems. Traditional methods rely on equilibrium search to generate extensive game data for training, which demands…

人工智能 · 计算机科学 2025-06-24 Kaixuan Xu , Jiajun Chai , Sicheng Li , Yuqian Fu , Yuanheng Zhu , Dongbin Zhao

In this chapter, we present an approach using formal methods to synthesize reactive defense strategy in a cyber network, equipped with a set of decoy systems. We first generalize formal graphical security models--attack graphs--to…

密码学与安全 · 计算机科学 2020-08-10 Abhishek N. Kulkarni , Jie Fu

The consensus strategies used in collaborative multi-agent systems (MAS) face notable challenges related to adaptability, scalability, and convergence certainties. These approaches, including structured workflows, debate models, and…

多智能体系统 · 计算机科学 2025-11-25 Rathin Chandra Shit , Sharmila Subudhi

The power grid is a critical infrastructure that plays a vital role in modern society. Its availability is of utmost importance, as a loss can endanger human lives. However, with the increasing digitalization of the power grid, it also…

密码学与安全 · 计算机科学 2023-12-22 Ömer Sen , Bozhidar Ivanov , Martin Henze , Andreas Ulbig