Author

Avinash Dhole

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Open access Sep 2026

Attention-augmented CNN-BiLSTM with temporal-spatial attention for imbalanced multi-class network intrusion detection

The proposed Attention-Augmented CNN-BiLSTM architecture incorporating a lightweight Temporal-Spatial Attention Module (TSAM) achieves an effective balance between computational efficiency, robustness to severe class imbalance, and accurate multi-class intrusion detection for next-generation IoT security systems.

D. Bhosale, Avinash Dhole, P. B. Deshmukh et al. · Engineering Research Express · 0 citations