yandex-research/heterophilous-graphs

A Critical Look at the Evaluation of GNNs under Heterophily: Are We Really Making Progress?

heterophilous-graphs's Issues

Question: Are these datasets available on https://paperswithcode.com/datasets

Hi, I just have a question: Are these datasets available on https://paperswithcode.com/datasets? I did some search on paperswithcode but it seems you haven't put your datasets on it. Are you planning to do that? Thanks.

Raw text for Roman-empire, Amazon-ratings and Questions

Hi,

Thank you for your wonderful work, I wonder whether the raw text of dataset Roman-empire, Amazon-ratings and Questions is available? I am conducting research on LLM and graph, so the raw text information will be important. Is it possible to share the raw text of these datasets publicly?

Thanks!

Nan in roman_empire

Hi, I find that the node features of the roman-empire dataset have a lot of nan numbers which would cause loss becoming nan in training. Currently, I just replace the nan with 0. Is there any official way to process this kind of nan feature? Thanks!

Question: JacobiConv Best Hyperparameters

Can you share the best hyperparameters of JacobiConv for Roman-empire data?

I have tried some default parameters but can only get 56.71 acc. It's much lower than the 71.14 you listed in the paper.

Thank you !