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muhanzhang avatar muhanzhang commented on August 30, 2024

Hi! Yes. SEAL can be applied to directed graphs. When working on directed graphs, you should include both incoming and outgoing neighbors when extracting enclosing subgraphs.

I haven't compared with GNNs specifically for directed graphs. But you may check SEAL_OGB, which achieves state-of-the-art result on ogbl-citation2, a very large directed graph. Basically SEAL is a framework for link prediction where you can apply whatever GNN in it (including directed GNNs). You may check that implementation for how SEAL handles directed edges.

from seal.

WZPBelieveFuture avatar WZPBelieveFuture commented on August 30, 2024

from seal.

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