To Reviewer # 1

Neural Information Processing Systems 

We thank all the reviewers for their constructive feedback. Below we provide specific responses to each reviewer. We will add more results in the paper. In the following response 2, we further highlight our important improvements ignored by existing work. The Method In Fig.1(e), Tables 4 and 5, S-GWL can be slightly worse than GWL on node correctness.

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