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LLM-based Multi-class Attack Analysis and Mitigation Framework in IoT/IIoT Networks

arXiv ·

This paper introduces a framework that combines machine learning for multi-class attack detection in IoT/IIoT networks with large language models (LLMs) for attack behavior analysis and mitigation suggestion. The framework uses role-play prompt engineering with RAG to guide LLMs like ChatGPT-o3 and DeepSeek-R1, and introduces new evaluation metrics for quantitative assessment. Experiments using Edge-IIoTset and CICIoT2023 datasets showed Random Forest as the best detection model and ChatGPT-o3 outperforming DeepSeek-R1 in attack analysis and mitigation.

Technology Innovation Institute Joins Global Partners to Launch OpenSTX Foundation, Setting New Standard for Industrial Wireless Communication

TII ·

The Technology Innovation Institute (TII) in Abu Dhabi has joined global partners to launch the OpenSTX Foundation, hosted by the Linux Foundation. This initiative aims to establish an open industry standard for Synchronous Transmissions (STX), a wireless protocol designed for reliable, secure, and energy-efficient industrial communications. The foundation includes members from Graz University of Technology, Imperial College London, and others. Why it matters: Standardizing STX could accelerate the development of industrial IoT and smart infrastructure projects in the Middle East and Africa, aligning with Abu Dhabi's goals to be a technology hub.

Technology Innovation Institute (TII) Unveils Manarat: Advancing the Path Toward Scalable Quantum Computers

TII ·

The Technology Innovation Institute (TII) in Abu Dhabi has launched Manarat, a custom-developed control electronics platform for quantum computing. Manarat can control 10 qubits with high accuracy and synchronizes multiple electronic boards with accuracy exceeding 100 picoseconds. TII claims Manarat is five times more cost-efficient than commercial alternatives. Why it matters: This development marks a step toward large-scale quantum computing in the UAE and establishes sovereign capabilities in quantum technologies.