mlsanityData to 14 Oct 2026

NetMoniAI: An Agentic AI Framework for Network Security & Monitoring

arXiv 2508.10052 ↗First posted 12 Aug 2025cs.CR cs.AIcited by 4

On the map: LLM agents and tool use → Agent threats, guardrails and governance

Abstract (arXiv)

In this paper, we present NetMoniAI, an agentic AI framework for automatic network monitoring and security that integrates decentralized analysis with lightweight centralized coordination. The framework consists of two layers: autonomous micro-agents at each node perform local traffic analysis and anomaly detection. A central controller then aggregates insights across nodes to detect coordinated attacks and maintain system-wide situational awareness. We evaluated NetMoniAI on a local micro-testbed and through NS-3 simulations. Results confirm that the two-tier agentic-AI design scales under resource constraints, reduces redundancy, and improves response time without compromising accuracy. To facilitate broader adoption and reproducibility, the complete framework is available as open source. This enables researchers and practitioners to replicate, validate, and extend it across diverse network environments and threat scenarios. Github link: https://github.com/pzambare3/NetMoniAI

Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Placed in Agent threats, guardrails and governance, one of 16 directions in LLM agents and tool use. Builds on 3 of its 15 references that are in the map. First posted on arXiv 12 Aug 2025.

Builds on

3 of 15 references.

References · 3

  1. 2023A Multi-Agent Adaptive Deep Learning Framework for Online Intrusion Detectioncited by 5
  2. 2020Cyber Security in the Age of COVID-19: A Timeline and Analysis of Cyber-Crime and Cyber-Attacks during the Pandemiccited by 4
  3. 2020Exploring Network-Wide Flow Data with Flowyagercited by 1

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 3.

4 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2026A Survey of Agentic AI and Cybersecurity: Challenges, Opportunities and Use-case Prototypes
  2. 2026Rethinking Agent Security as a Networking Problem
  3. 2026Agentic Network Traffic Monitoring
  4. 2025Systems Security Foundations for Agentic Computing
  5. 2025Agentic AI for Cyber Resilience: A New Security Paradigm and Its System-Theoretic Foundations
  6. 2025A Survey on Agentic Security: Applications, Threats and Defenses
  7. 2025AgenticCyber: A GenAI-Powered Multi-Agent System for Multimodal Threat Detection and Adaptive Response in Cybersecurity
  8. 2026ProtoArena: Can AI Agents Discover and Exploit Real-World Cross-Component Protocol Vulnerabilities?