58 citations · 58 across the 2 of their papers we have counts for
3 papers
cs.LG2019★ 58 cited
Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation
Cong Xie, Sanmi Koyejo, Indranil Gupta
Recently, new defense techniques have been developed to tolerate Byzantine failures for distributed machine learning. The Byzantine model captures workers that behave arbitrarily,…
cs.LG2019
SLSGD: Secure and Efficient Distributed On-device Machine Learning
Cong Xie, Sanmi Koyejo, Indranil Gupta
We consider distributed on-device learning with limited communication and security requirements. We propose a new robust distributed optimization algorithm with efficient communica…
cs.DC2017
Inferring Formal Properties of Production Key-Value Stores
Edgar Pek, Pranav Garg, Muntasir Raihan Rahman +3
Production distributed systems are challenging to formally verify, in particular when they are based on distributed protocols that are not rigorously described or fully understood.…