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Atul Agrawal

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#federated learning Review Open access Oct 2026

Blockchain-Based Security for IOT and Wireless Sensor Networks: A Critical Review and Roadmap for Lightweight Intrusion Detection

The Internet of Things (IoT) and wireless sensor networks (WSNs) rely on large numbers of small devices that have limited energy, memory, and computing power and that are exposed to physical and network attacks. Blockchain and machine learning have been proposed as complementary tools for protecting such systems, but t...

Mukta Patel, Atul Agrawal · 0 citations
Open access Aug 2026

A Hybrid RNN-LSTM Framework for Cyber Threat Detection Using Vulnerability Code Snippets

The results indicate that the hybrid RNN–BiLSTM architecture can be used to efficiently perform proactive vulnerability detection and is also applicable to enable real-time cybersecurity monitoring and the use of automatically possible counter efforts in contemporary software systems.

Akshay Jain, Atul Agrawal · 1 citation

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