Pencil: Private and Extensible Collaborative Learning without the Non-Colluding Assumption

Xuanqi Liu, Zhuotao Liu, Qi Li +2

The escalating focus on data privacy poses significant challenges for collaborative neural network training, where data ownership and model training/deployment responsibilities res…