flyingdoog/awesome-graph-explainability-papers

Papers about explainability of GNNs

awesome-graph-explainability-papers's Issues

How can you collect the list of new papers?

It seems that the list of new papers is updated automatically. Can you share with us how do you collect the list of new papers? Which APIs are you using? If it's possible, can you share the code for the crawling process?

Thank you!

Paper update

I believe our paper is relevant to the topic of this awesome list. Our paper titled "Probing Graph Representations" was presented at AISTATS 2023, and it explores probing as a model-level explanation for GNNs and graph transformers. Would you kindly consider including our paper in your repository?

Paper publication update

Our paper GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games has been accepted by NeurIPS 2022. This repo has a big influence on people interested in graph explanation. Do you mind changing our paper description from ArXiv to NeurIPS? I appreciate your help and your effort in organizing such a great repo.

a wrong link

the link of "Explanation-based Weakly-supervised Learning of Visual Relations with Graph Networks" should be https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123730613.pdf
:)

a paper publication error

The paper: Deconfounding to Explanation Evaluation in Graph Neural Networks seems does not accept by ICLR 2022, even with relatively high scores (8 8 6 8).