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