G. Asutkar

A High-Performance Deep Learning-Based Intrusion Detection System for Accurate Identification of Sophisticated Cyberattacks in Modern Network Environments

The experimental results show that the hybrid deep learning architecture outperforms individual models in network intrusion detection, and the hybrid model combining CNN, LSTM, and GRU achieved near-perfect accuracy, with extremely low false-positive and false-negative rates.