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