Author

Munmun Swain

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Jul 2026

Attention-based intrusion detection in MQTT-IoT network: a federated learning and deep reinforcement learning approach

An IDS that integrates federated learning with Double Deep Q-Network (DDQN), a deep reinforcement learning algorithm, designed for large-scale MQTT-based IoT networks is proposed and validated for robustness against adversarial attacks and adaptability to evolving attack patterns.

Munmun Swain, Kamalakanta Sethi, Nikhil Tripathi · Cluster Computing · 0 citations