Author

Gerardine Immaculate Mary

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Open access Jul 2026

Hybrid 1D CNN-BiLSTM with focal loss for robust intrusion detection in in-vehicle CAN networks

These findings confirm that a combination of spatial feature extraction, temporal sequence modeling, and imbalance-aware optimization not only ensures but also delivers a highly effective and more reliable intrusion detection solution for in-vehicle CAN network security.

A. Malini, Gerardine Immaculate Mary · PLoS ONE · 0 citations