APA (7th ed.) Citation

D, L., W, W., X, L., W, Y., K, H., & J, Z. (2026). A hybrid transformer-BiLSTM model optimized with Firefly Algorithm for network traffic anomaly detection. PloS one, 21(6), e0341920. https://doi.org/10.1371/journal.pone.0341920

Chicago Style (17th ed.) Citation

D, Luo, Wang W, Liu X, Yang W, Hu K, and Zhang J. "A Hybrid Transformer-BiLSTM Model Optimized with Firefly Algorithm for Network Traffic Anomaly Detection." PloS One 21, no. 6 (2026): e0341920. https://doi.org/10.1371/journal.pone.0341920.

MLA (9th ed.) Citation

D, Luo, et al. "A Hybrid Transformer-BiLSTM Model Optimized with Firefly Algorithm for Network Traffic Anomaly Detection." PloS One, vol. 21, no. 6, 2026, p. e0341920, https://doi.org/10.1371/journal.pone.0341920.