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Reinforced Causal Explainer for Graph Neural Networks, TPAMI2022

Reinforced Causal Explainer for Graph Neural Networks

PyTorch implementation for Reinforced Causal Explainer for Graph Neural Networks

Xiang Wang, Yingxin Wu, An Zhang, Fuli Feng, Xiangnan He and Tat-Seng Chua

In TPAMI.

Dependencies & Dataset

  • Please refer to environment.yml for environment setup and https://drive.google.com/file/d/1Cv2PBj4Tqcx-FzSO_wdQSletIxwof0IZ/view?usp=sharing to download dataset.

Reproductivity

To reproduce the results in our paper, simply run

bash running_mutag.sh
bash running_vg.sh
bash running_reddit5k.sh

Hyper-parameter settings are shown below: