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GRAPH4: A Security Monitoring Architecture Based on Data Plane Anomaly Detection Metrics Calculated over Attack Graphs

open access: yesFuture Internet, 2023
The correct and efficient measurement of security properties is key to the deployment of effective cyberspace protection strategies. In this work, we propose GRAPH4, which is a system that combines different security metrics to design an attack detection
Giacomo Gori   +5 more
doaj   +3 more sources

Survey: Automatic generation of attack trees and attack graphs [PDF]

open access: yesComputers and Security
Graphical security models constitute a well-known, user-friendly way to represent the security of a system. These classes of models are used by security experts to identify vulnerabilities and assess the security of a system. The manual construction of these models can be tedious, especially for large enterprises.
Alyzia-Maria Konsta   +2 more
exaly   +2 more sources

An edge sensitivity based gradient attack on graph isomorphic networks for graph classification problems [PDF]

open access: yesScientific Reports
Graph Neural Networks have gained popularity over the past few years. Their ability to model relationships between entities of the same and different kind, represent molecules, model flow etc. have made them a go to tool for researchers.
Srinitish Srinivasan   +1 more
doaj   +2 more sources

A Survey of MulVAL Extensions and Their Attack Scenarios Coverage

open access: yesIEEE Access, 2023
Organizations employ various adversary models to assess the risk and potential impact of attacks on their networks. A popular method of visually representing cyber risks is the attack graph. Attack graphs represent vulnerabilities and actions an attacker
David Tayouri   +3 more
doaj   +1 more source

Key path analysis method for large-scale industrial control network

open access: yes网络与信息安全学报, 2021
In order to solve the problem of high time-consuming and resource-consuming quantitative calculation of large-scale industrial control network attack graphs, a key path analysis method for large-scale industrial control networks was proposed.
ZHANG Yaofang,QU Haikuo, WANG Zibo, WANG Bailing   +1 more
doaj   +3 more sources

A Review on Attack Graph Analysis for IoT Vulnerability Assessment: Challenges, Open Issues, and Future Directions

open access: yesIEEE Access, 2023
Vulnerability assessment in industrial IoT networks is critical due to the evolving nature of the domain and the increasing complexity of security threats.
Omar Saif Musabbeh Bin Hamed Almazrouei   +3 more
doaj   +1 more source

Cluster Attack: Query-based Adversarial Attacks on Graph with Graph-Dependent Priors

open access: yesProceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022
While deep neural networks have achieved great success in graph analysis, recent work has shown that they are vulnerable to adversarial attacks. Compared with adversarial attacks on image classification, performing adversarial attacks on graphs is more challenging because of the discrete and non-differential nature of the adjacent matrix for a graph ...
Zhengyi Wang   +4 more
openaire   +2 more sources

Attack Graph Obfuscation [PDF]

open access: yes, 2017
Before executing an attack, adversaries usually explore the victim's network in an attempt to infer the network topology and identify vulnerabilities in the victim's servers and personal computers. Falsifying the information collected by the adversary post penetration may significantly slower lateral movement and increase the amount of noise generated ...
Hadar Polad, Rami Puzis, Bracha Shapira
openaire   +2 more sources

Robust Attack Graph Generation

open access: yesCoRR, 2022
We present a method to learn automaton models that are more robust to input modifications. It iteratively aligns sequences to a learned model, modifies the sequences to their aligned versions, and re-learns the model. Automaton learning algorithms are typically very good at modeling the frequent behavior of a software system.
Dennis Mouwen, Sicco Verwer, Azqa Nadeem
openaire   +2 more sources

Transferable Graph Backdoor Attack

open access: yesProceedings of the 25th International Symposium on Research in Attacks, Intrusions and Defenses, 2022
Accepted by the 25th International Symposium on Research in Attacks, Intrusions, and ...
Shuiqiao Yang   +7 more
openaire   +2 more sources

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