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In your notebook, you follow the [official pytorc_geometric tutorial](https://pytorch-geometric.readthedocs.io/en/latest/notes/introduction.html) regarding the GNN but you wrongly copy-pasted the `weight_decay` for the optimizer. Indeed `weight_decay=5e-3` is very big and should be reduced...