49 citations · 60 across the 4 of their papers we have counts for
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cs.LG2019★ 9 cited
Redundancy-Free Computation Graphs for Graph Neural Networks
Zhihao Jia, Sina Lin, Rex Ying +3
Graph Neural Networks (GNNs) are based on repeated aggregations of information across nodes' neighbors in a graph. However, because common neighbors are shared between different no…
cs.LG2018★ 49 cited
Exploring Hidden Dimensions in Parallelizing Convolutional Neural Networks
Zhihao Jia, Sina Lin, Charles R. Qi +1
The past few years have witnessed growth in the computational requirements for training deep convolutional neural networks. Current approaches parallelize training onto multiple de…