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Graph-based classification methods are widely used for security and privacy analytics. Roughly speaking, graph-based classification methods include collective classification and graph neural network. Evading a graph-based classification…

密码学与安全 · 计算机科学 2019-08-14 Binghui Wang , Neil Zhenqiang Gong

The premise of automated alert correlation is to accept that false alerts from a low level intrusion detection system are inevitable and use attack models to explain the output in an understandable way. Several algorithms exist for this…

人工智能 · 计算机科学 2010-07-05 Gianni Tedesco , Uwe Aickelin

Graphical security models constitute a well-known, user-friendly way to represent the security of a system. These kinds of models are used by security experts to identify vulnerabilities and assess the security of a system. The manual…

密码学与安全 · 计算机科学 2023-09-26 Alyzia-Maria Konsta , Beatrice Spiga , Alberto Lluch Lafuente , Nicola Dragoni

We implemented and evaluated an automated cyber defense agent. The agent takes security alerts as input and uses reinforcement learning to learn a policy for executing predefined defensive measures. The defender policies were trained in an…

密码学与安全 · 计算机科学 2023-04-24 Jakob Nyberg , Pontus Johnson

The ability to analyze network threats is very important in security research. Traditional approaches, involving sandboxing technology are limited to simulating a single host, missing local network attacks. This issue is addressed by…

密码学与安全 · 计算机科学 2020-07-17 Francisc Moldovan , Ciprian Oprisa

Nowadays, almost all electronic devices include a communication interface that allows to interact with them, exchange data, or operate their services remotely. The trend toward increased interconnectivity simultaneously increases the…

密码学与安全 · 计算机科学 2021-07-22 Korbinian Christl , Thorsten Tarrach

Vision-Language-Action (VLA) models enable robots to interpret natural-language instructions and perform diverse tasks, yet their integration of perception, language, and control introduces new safety vulnerabilities. Despite growing…

密码学与安全 · 计算机科学 2025-11-18 Jiayu Li , Yunhan Zhao , Xiang Zheng , Zonghuan Xu , Yige Li , Xingjun Ma , Yu-Gang Jiang

Information on cyber-related crimes, incidents, and conflicts is abundantly available in numerous open online sources. However, processing the large volumes and streams of data is a challenging task for the analysts and experts, and entails…

密码学与安全 · 计算机科学 2022-08-03 Tuomas Takko , Kunal Bhattacharya , Martti Lehto , Pertti Jalasvirta , Aapo Cederberg , Kimmo Kaski

Attack graphs provide a representation of possible actions that adversaries can perpetrate to attack a system. They are used by cybersecurity experts to make decisions, e.g., to decide remediation and recovery plans. Different approaches…

密码学与安全 · 计算机科学 2022-02-09 Kéren Saint-Hilaire , Frédéric Cuppens , Nora Cuppens , Joaquin Garcia-Alfaro

While large language model-based agents demonstrate great potential in collaborative tasks, their interactivity also introduces security vulnerabilities. In this paper, we propose and model group collusive attacks, a highly destructive…

人工智能 · 计算机科学 2026-03-17 Yiling Tao , Xinran Zheng , Shuo Yang , Meiling Tao , Xingjun Wang

Graph knowledge models and ontologies are very powerful modeling and re asoning tools. We propose an effective approach to model network attacks and attack prediction which plays important roles in security management. The goals of this…

人工智能 · 计算机科学 2013-04-04 Ahmad Salahi , Morteza Ansarinia

Security metrics serve as a powerful tool for organizations to understand the effectiveness of protecting computer networks. However majority of these measurement techniques don't adequately help corporations to make informed risk…

密码学与安全 · 计算机科学 2015-02-14 Subil Abraham , Suku Nair

Attack trees and attack graphs are both common graphical threat models used by organizations to better understand possible cybersecurity threats. These models have been primarily seen as separate entities, to be used and researched in…

密码学与安全 · 计算机科学 2021-10-07 Nathan Daniel Schiele , Olga Gadyatskaya

Security attacks are hard to understand, often expressed with unfriendly and limited details, making it difficult for security experts and for security analysts to create intelligible security specifications. For instance, to explain Why…

密码学与安全 · 计算机科学 2014-10-17 Muhammad Sabir Idrees , Yves Roudier , Ludovic Apvrille

For a long time threat modeling was treated as a manual, complicated process. However modern agile development methodologies and cloud computing technologies require adding automatic threat modeling approaches. This work considers two…

密码学与安全 · 计算机科学 2023-03-21 Andrei Brazhuk

Cyber criminality activities are changing and becoming more and more professional. With the growth of financial flows through the Internet and the Information System (IS), new kinds of thread arise involving complex scenarios spread within…

密码学与安全 · 计算机科学 2009-09-15 Jacques Saraydaryan , Fatiha Benali , Stephane Ubeda

Modern organizations struggle with insurmountable number of vulnerabilities that are discovered and reported by their network and application vulnerability scanners. Therefore, prioritization and focus become critical, to spend their…

密码学与安全 · 计算机科学 2022-06-23 Constantin Adam , Muhammed Fatih Bulut , Daby Sow , Steven Ocepek , Chris Bedell , Lilian Ngweta

We develop a queueing-theoretic framework to model the temporal evolution of cyber-attack surfaces, where the number of active vulnerabilities is represented as the backlog of a queue. Vulnerabilities arrive as they are discovered or…

密码学与安全 · 计算机科学 2026-04-17 Jihyeon Yun , Abdullah Yasin Etcibasi , Ming Shi , C. Emre Koksal

The emulation of multi-step attacks attributed to advanced persistent threats is valuable for training defenders and evaluating defense tools. In this paper, we discuss the numerous challenges and desired attributes associated with such…

密码学与安全 · 计算机科学 2025-10-09 Suresh K. Damodaran , Paul D. Rowe

Adversarial attacks on graphs have attracted considerable research interests. Existing works assume the attacker is either (partly) aware of the victim model, or able to send queries to it. These assumptions are, however, unrealistic. To…

机器学习 · 计算机科学 2021-09-01 Jiarong Xu , Yizhou Sun , Xin Jiang , Yanhao Wang , Yang Yang , Chunping Wang , Jiangang Lu