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GNNExplainer

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【图神经网络】GNNExplainer代码解读及其PyG实现

GNNExplainer代码解读及其PyG实现使用GNNExplainerGNNExplainer源码速读前向传播损失函数基于GNNExplainer图分类解释的PyG代码示例参考资料接上一篇博客图神经网络的可解释性方法及GNNexplainer代码示例,我们这里简单分析GNNExplainer源码,并用PyTorchGeometric手动实现。GNNExplainer的源码地址:https://github.com/RexYing/gnn-model-explainer使用GNNExplainer(1)安装:gitclonehttps://github.com/RexYing/gnn-mod

【可解释AI】图神经网络的可解释性方法及GNNexplainer代码示例

图神经网络的可解释性方法及GNNexplainer代码示例GNNExplainerIntroductionModelSingle-instanceexplanations(ExplanationviaStructuralInformation)Jointlearningofgraphstructuralandnodefeatureinformation(ExplanationviaFeatureInformation)Multi-instanceexplanationsthroughgraphprototypesGNNExplainermodelextensionsAnymachinelear