Enhancing Network Resilience through Machine Learning-powered Graph Combinatorial Optimization: Applications in Cyber Defense and Information Diffusion

D Goel - arXiv preprint arXiv:2310.10667, 2023 - arxiv.org
With the burgeoning advancements of computing and network communication technologies,
network infrastructures and their application environments have become increasingly …

GSL-LPA: Fast Label Propagation Algorithm (LPA) for Community Detection with no Internally-Disconnected Communities

S Sahu - arXiv preprint arXiv:2403.01261, 2024 - arxiv.org
Community detection is the problem of identifying tightly connected clusters of nodes within
a network. Efficient parallel algorithms for this play a crucial role in various applications …

[PDF][PDF] Unsupervised Learning for Lateral-Movement-Based Threat Mitigation in Active Directory Attack Graphs

D Herranz-Oliveros, M Tejedor-Romero… - Electronics, 2024 - riunet.upv.es
[EN] Cybersecurity threats, particularly those involving lateral movement within networks,
pose significant risks to critical infrastructures such as Microsoft Active Directory. This study …