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Showing posts from April 21, 2024

[Day 111] Advanced Topics in GNNs

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 Hello :) Today is Day 111! A quick summary of today: Limitations of GNNs Scaling GNNs to Large Graphs Continued with XCS224W: ML with Graphs  and covered the penultimate module. Limitations of GNNs Covered topics: Position-aware GNNs, Identity-aware GNNs, robustness of GNNs Scaling GNNs to Large Graphs Covered topics:  Why scaling is non-trivial, GraphSAGE and neighbour sampling, issues with neighbour sampling, subgraph sampling, ClusterGCN That is all for today! See you tomorrow :)