Zhao Z, Yong Z, Da G, Lei Y, Zhao L,SecFedNIDS: Robust defense for poisoning attack against federated learning-based network intrusion detection system, Future Generation Computer Systems,Volume 134,2022,Pages 154-169,https://doi.org/10.1016/j.future.2022.04.010.
https://authors.elsevier.com/c/1ezXj,3q5xgP6x
- Pytorch
- pyod
- ...
Attack model: Launch the label-flipping attack against FL-based NIDS on UNSW-NB15 dataset
Conduct the poisoned model detection:
python main_poisoned_model_det.py
Conduct the Poisoned data detection:
python main_poisoned_data_det.py