Joint Dynamic Grouping and Gradient Coding for Time-Critical Distributed Machine Learning in Heterogeneous Edge Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3182394
Abstract: In edge networks, distributed computing resources have been widely utilized to collaboratively perform a machine learning task by multiple nodes. However, the model training time in heterogeneous edge networks is becoming longer because of excessive… read more here.
Keywords: gradient coding; time; edge networks; dynamic grouping ... See more keywords
Adaptive Gradient Coding
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DOI: 10.1109/tnet.2021.3122873
Abstract: This paper focuses on mitigating the impact of stragglers in distributed learning system. Unlike the existing results designated for a fixed number of stragglers, we develop a new scheme called Adaptive Gradient Coding (AGC) with… read more here.
Keywords: adaptive gradient; number stragglers; communication cost; gradient coding ... See more keywords