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[NeurIPS 2025]A Signed Graph Approach to Understanding and Mitigating Oversmoothing in GNNs

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SBP

SGC_small

Our main experiment is implement on SGC in the folder of SGC.

You can run the .sh file and choose the hyparameters, such as data, layer, methods, device .

We constrain the lr and weight_decay same as the cora for other datasets, except for citesser and pubmed datasets.

GCN_small

we also implement SBP on the GCN backbone in the folder of GCN.

GCN_large

We also implement our variant of SBP on this folder based on the GCN backbone.

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[NeurIPS 2025]A Signed Graph Approach to Understanding and Mitigating Oversmoothing in GNNs

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