Security

  1. Xie, Cong, Sanmi Koyejo, Indranil Gupta. "SLSGD: Secure and Efficient Distributed On-device Machine Learning," Proc. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD), 2019.
  2. Xie, Cong, Sanmi Koyejo, Indranil Gupta. "Fall of Empires: Breaking Byzantine-tolerant SGD by Inner ProductManipulation," Proc. Conference on Uncertainty for Artificial Intelligence (UAI), 2019. [pdf]
  3. Xie, Cong, Sanmi Koyejo, Indranil Gupta. "Zeno: Distributed Stochastic Gradient Descent with Suspicion-based Fault-tolerance", Proc. Thirty-sixth International Conference on Machine Learning (ICML), 2019. [pdf] [pdf]