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Results for ogbg-molpcba #1
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Thanks for watching our work! |
Awesome, keep me in the loop; looking forward to it. |
If I want to use GraphNorm as a plug-and-play replacement for PyTorch's BatchNorm layer with DGL, which code snippet do you suggest? |
Both are fine~ You could take the second one for your tasks. Just try them for free. There is also a thrid-part implementation by Microsoft ptgnn: |
@lsj2408, thanks for sharing this repo. It seems that your code here is missing alpha: https://github.com/lsj2408/GraphNorm/blob/master/GraphNorm_ws/ogbg_ws/src/dgl_model/norm.py Did I miss it? |
I think so too, looks like in the microsoft implementation above they added |
Hi, thanks for open-sourcing the code and releasing extensive experiments! GNN-specific normalization beyond BatchNorm and LayerNorm was definitely a missing component in the toolbox.
Did you experiment with GraphNorm on ogbg-molpcba (the larger and more challenging mol dataset from OGB) as well as the other graph classification tasks? Would love to know your experience or informal results.
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