Author

S. E. Quincozes

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#artificial intelligence Preprint Oct 2026

Jev-IDS: System One Models for Network Intrusion Detection

Machine-learning Network Intrusion Detection Systems (IDS) depend on substantial labeled datasets and task-specific training, whereas Large Language Models (LLMs) detection can analyze flow records directly but incurs higher inference cost and latency, with less constrained outputs. This paper presents JEV-IDS, an open...

P. Severo, S. E. Quincozes, Amanda Dias · 0 citations

Open access 2026

Agentic-Defined Networking (ADN): A Vision, Architectural Elements, and Future Directions

The study provides initial evidence of feasibility while identifying the challenges that must be addressed before production deployment and formalize the ADN agent model and workflow and define an operational framework covering communication, lifecycle management, governance, and security.

F. D. Rossi, P. D. de Souza, Diogo M. Monteiro et al. · IEEE Access · 0 citations