Understanding GNN Computational Graph: A Coordinated Computation, IO, and Memory Perspective.
Hengrui ZhangZhongming YuGuohao DaiGuyue HuangYufei DingYuan XieYu WangPublished in: MLSys (2022)
Keyphrases
- computational modeling
- computational power
- graph representation
- multiple perspectives
- random walk
- graph model
- directed graph
- connected components
- memory requirements
- cooperative
- dependency graph
- data sets
- subgraph isomorphism
- memory usage
- parallel computation
- random graphs
- mathematical programming
- undirected graph
- graph databases
- graph mining
- weighted graph
- bipartite graph
- graph matching
- structured data
- np hard
- viewpoint
- multi agent
- image segmentation