HFIA: A Parasitic Feature Inference Attack and Gradient-Based Defense Strategy in SplitNN-Based Vertical Federated Learning

Dong et al. "HFIA: A Parasitic Feature Inference Attack and Gradient-Based Defense Strategy in SplitNN-Based Vertical Federated Learning." Machine Learning, 2025. doi:10.1007/S10994-025-06804-2

[Dong et al. "HFIA: A Parasitic Feature Inference Attack and Gradient-Based Defense Strategy in SplitNN-Based Vertical Federated Learning." Machine Learning, 2025.](https://mlanthology.org/mlj/2025/dong2025mlj-hfia/) doi:10.1007/S10994-025-06804-2

@article{dong2025mlj-hfia,
  title     = {{HFIA: A Parasitic Feature Inference Attack and Gradient-Based Defense Strategy in SplitNN-Based Vertical Federated Learning}},
  author    = {Dong, Qixuan and Zhou, Boyang and Ru, ZhiQiang and He, Ying and Hua, Jingyu and Zhong, Sheng},
  journal   = {Machine Learning},
  year      = {2025},
  pages     = {170},
  doi       = {10.1007/S10994-025-06804-2},
  volume    = {114},
  url       = {https://mlanthology.org/mlj/2025/dong2025mlj-hfia/}
}