206 citations · 522 across the 32 of their papers we have counts for
Showing cs.DCShow all
2 papers · 1 filter
cs.DC2022
Layer-Wise Partitioning and Merging for Efficient and Scalable Deep Learning
Samson B. Akintoye, Liangxiu Han, Huw Lloyd +4
Deep Neural Network (DNN) models are usually trained sequentially from one layer to another, which causes forward, backward and update locking's problems, leading to poor performan…
cs.DC2021★ 1 cited
A Hybrid Parallelization Approach for Distributed and Scalable Deep Learning
Samson B. Akintoye, Liangxiu Han, Xin Zhang +2
Recently, Deep Neural Networks (DNNs) have recorded great success in handling medical and other complex classification tasks. However, as the sizes of a DNN model and the available…