A hybrid transformer-BiLSTM model optimized with Firefly Algorithm for network traffic anomaly detection

Debiao Luo, Weijie Wang, Xinyue Liu, Wen Yang, Ke Hu, Jia Zhang

Open source

DOI
10.1371/journal.pone.0341920
Published
2026-06-17
Container
PLOS One
Publisher
Public Library of Science (PLoS)
Open access
unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.1371/journal.pone.0341920,
  title = {A hybrid transformer-BiLSTM model optimized with Firefly Algorithm for network traffic anomaly detection},
  author = {Debiao Luo and Weijie Wang and Xinyue Liu and Wen Yang and Ke Hu and Jia Zhang},
  year = {2026},
  journal = {PLOS One},
  doi = {10.1371/journal.pone.0341920},
  url = {https://doi.org/10.1371/journal.pone.0341920}
}

RIS

TY  - JOUR
TI  - A hybrid transformer-BiLSTM model optimized with Firefly Algorithm for network traffic anomaly detection
AU  - Debiao Luo
AU  - Weijie Wang
AU  - Xinyue Liu
AU  - Wen Yang
AU  - Ke Hu
AU  - Jia Zhang
PY  - 2026
JO  - PLOS One
DO  - 10.1371/journal.pone.0341920
UR  - https://doi.org/10.1371/journal.pone.0341920
ER  - 

APA

Luo, D., Wang, W., Liu, X., Yang, W., Hu, K., & Zhang, J. (2026). A hybrid transformer-BiLSTM model optimized with Firefly Algorithm for network traffic anomaly detection. PLOS One. https://doi.org/10.1371/journal.pone.0341920

Source records