Indranil Gupta

SLSGD: Secure and Efficient Distributed On-device Machine Learning

2019 · arXiv (Cornell University)

We consider distributed on-device learning with limited communication and security requirements. We propose a new robust distributed optimization algorithm with efficient communication and attack tolerance. The proposed algorithm has provable convergence and robustness under non-IID …