id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
american_scientific_journal-11607	Vitalii Miroshnychenko	Methodological Aspects of Implementing Artificial Intelligence in the Processes of Monitoring and Maintenance of Network Systems	2025	14	.pdf	application/pdf	5723	315	30	Additionally, AI models can be designed to adapt over time – addressing the problem of non-stationary network behavior. A trend to note is integration of domain knowledge into AI models – e.g. using graph neural networks (GNNs) that understand network topology when detecting anomalies.	cache/american_scientific_journal-11607.pdf	txt/american_scientific_journal-11607.txt