Search Results for author: S Deepak Narayanan

Found 1 papers, 1 papers with code

IGLU: Efficient GCN Training via Lazy Updates

1 code implementation ICLR 2022 S Deepak Narayanan, Aditya Sinha, Prateek Jain, Purushottam Kar, Sundararajan Sellamanickam

Training multi-layer Graph Convolution Networks (GCN) using standard SGD techniques scales poorly as each descent step ends up updating node embeddings for a large portion of the graph.

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