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Ginne M James

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Open access Jul 2026

Deep-Learning Intrusion Detection for Connected and Autonomous Vehicles

A hybrid deep-learning intrusion detection system (IDS) that combines one-dimensional convolutional layers, a bidirectional long short-term memory (BiLSTM) network, and a temporal attention mechanism to detect malicious activity directly from CAN frame streams is presented.

Ginne M James · 0 citations