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[FEA] Support Isolated Vertices in cuGraph-PyG/DGL

Open alexbarghi-nv opened this issue 1 year ago • 0 comments

We currently are unable to handle isolated vertices for GNN sampling, since those are dropped during graph creation. This is causing issues for several users, who are unable to train their graphs with many isolated vertices. Adding self loops is not an option since those will cause a major accuracy drop for heterogeneous graphs and may also violate the schema of the users' upstream graph storage.

alexbarghi-nv avatar Apr 09 '24 14:04 alexbarghi-nv