20 citations · 51 across the 5 of their papers we have counts for
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cs.DC2021★ 6 cited
A Survey on Fault-tolerance in Distributed Optimization and Machine Learning
Shuo Liu
The robustness of distributed optimization is an emerging field of study, motivated by various applications of distributed optimization including distributed machine learning, dist…
cs.DC2021★ 2 cited
Asynchronous Distributed Optimization with Redundancy in Cost Functions
Shuo Liu, Nirupam Gupta, Nitin H. Vaidya
This paper considers the problem of asynchronous distributed multi-agent optimization on server-based system architecture. In this problem, each agent has a local cost, and the goa…