Retraction Note: An optimized Bi-LSTM with random synthetic over-sampling strategy for network intrusion detection. - Padmavathi, B.; Bhagyalakshmi, A.; Kavitha, D.; Indumathy, P. (Soft Computing - A Fusion of Foundations, Methodologies & Applications, 2026)