Author

Yuji Yang

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Conference Jul 2026

Tackling extreme class imbalance in NIDS: a hybrid architecture integrating SMOTE and CNN-BiLSTM with focal loss

A hybrid NIDS framework integrating Synthetic Minority Over-sampling Technique (SMOTE), a CNN-BiLSTM architecture, and Focal Loss is proposed, which achieves a breakthrough in minority attack recognition.

Yuji Yang, Dai-Han Xie · International Conference on... · 0 citations