Mar '23

Protecting Federated Learning from Extreme Model Poisoning Attacks via Multidimensional Time Series Anomaly Detection

FLANDERS has been integrated into the FL framework Flower! Here’s the link to the documentation.

Authors: Edoardo Gabrielli, Dimitri Belli, Zoe Matrullo, Vittorio Miori, Gabriele Tolomei

Links:

ArXiv
GitHub

Bibtex

@misc{gabrielli2024protectingfederatedlearningextreme,
      title={Protecting Federated Learning from Extreme Model Poisoning Attacks via Multidimensional Time Series Anomaly Detection}, 
      author={Edoardo Gabrielli and Dimitri Belli and Zoe Matrullo and Vittorio Miori and Gabriele Tolomei},
      year={2024},
      eprint={2303.16668},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2303.16668}, 
}