#sdn-security News & Analysis

2 articles tagged with #sdn-security. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · 15h ago6/10

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Intelligent Detection and Mitigation of Carpet-Bombing DDoS Attacks in SDN Using Retrieval-Augmented Generation and Large Language Models

Researchers propose a RAG-based framework leveraging Large Language Models to detect and mitigate Carpet-Bombing DDoS attacks in Software-Defined Networks. The system achieves high detection accuracy without traditional supervised training, addressing a critical vulnerability in SDN's centralized architecture through intelligent traffic behavior classification.

AINeutralarXiv – CS AI · Apr 106/10

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Attribution-Driven Explainable Intrusion Detection with Encoder-Based Large Language Models

Researchers propose an attribution-driven approach to make encoder-based Large Language Models more transparent and trustworthy for network intrusion detection in Software-Defined Networks. By analyzing which traffic features drive model decisions, the study demonstrates that LLMs learn legitimate attack behavior patterns, addressing a critical barrier to deploying AI security tools in sensitive environments.