Author

Annappa S. S.

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Open access Jul 2026

A Hybrid CNN-BiLSTM Attention-Based Framework for Intelligent Intrusion Detection

A novel Hybrid CNN-BiLSTM Attention-based Ensemble Framework (CBAF) that unifies three complementary representations of network traffic and incorporates SMOTE-based oversampling to counter the severe class imbalance found in benchmark intrusion datasets.

Vishwaradhya K., Annappa S. S., L. C. · International Journal of Inn... · 0 citations