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Transformer-based Spectral Graph Neural Networks

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In get_dataset.py ``` from dataclasses import * from dgldataclass import DglGraphPropPredDataset, DglPCQM4Mv2Dataset, DglZincDataset from pygdataclass import PygGraphPropPredDataset ``` dgldataclass.py exists, but pygdataclass.py does not. It might be issue??

It seems like `dgl.adj` is deprecated after v1.1 and replaced with `dgl.adj_external`.

from dataclass import * from pygdataclass import PygGraphPropPredDataset The custom "pygdataclass" and "pygdataclass" modules are not a standard Python package or library. But I can't find the files for these...

The experiment seems to have lost some code files,such as pygdataclass.py ...And what is returned in the SpecformerZINC model is a tuple with a different y size. But the above...

I found that some data processing was done during testing on Citeseer, so I tested the performance of GCN on the processed data and obtained an ACC of 84.86 ±...

Hi, I am interested in your work. But I have a question about your medium_model.py; it seems that in your SpecformerMedium class, you didn't apply ``` mha_eig = self.mha_norm(eig) mha_eig,...

Hi, i am very excited for your work, so i am running your codes. there is a problem for me in the train_epoch function in the dgl_main.py. Actually, in the...