HATEM KHORSHEED, Farah; ABBAS ABED , Enas; HASSAN MOHAMMED , Zainab; BADR KHUDHAIR ALWAN , Walaa. A Robust Hybrid CNN–LSTM Framework for High-Accuracy Zero-Day Intrusion and Ransomware Detection Using the UGRansome Dataset: A Robust Hybrid CNN–LSTM Framework for High-Accuracy Zero-Day Intrusion and Ransomware Detection Using the UGRansome Dataset. JOINCS (Journal of Informatics, Network, and Computer Science), [S. l.], v. 9, n. 1, p. 1–10, 2026. DOI: 10.21070/joincs.v9i1.1688. Disponível em: https://joincs.umsida.ac.id/index.php/joincs/article/view/1688. Acesso em: 15 jan. 2026.