A Hybrid Deep Learning Architecture for Network Security Situation Awareness and Pre-Alarm in Large-Scale Data Environments Using LSTM, Autoencoder, and GNN. IJCAI. 2026;50(10). doi:10.31449/inf.v50i10.12390