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Explainable Graph Neural Network/Ushahidi
Rekodi ya ushahidi wa mbinu

Explainable Graph Neural Network

Explainable Graph Neural Networks (XAI-GNN) combine standard GNN architectures with post-hoc or intrinsic explanation techniques that reveal which nodes, edges, and node features drove a model's prediction. Pioneered by GNNExplainer (Ying et al., 2019), the field addresses the black-box critique of GNNs and is essential wherever graph-based predictions must be trusted or audited.

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Explainable Graph Neural Network (XAI-GNN)
Rekodi ya mbinu ya kiajenda · ml-model / deep-learning
  • Ying, Z., Bourgeois, D., You, J., Zitnik, M., & Leskovec, J. (2019). GNNExplainer: Generating Explanations for Graph Neural Networks. Advances in Neural Information Processing Systems (NeurIPS), 32, 9240–9251. · URL
  • Yuan, H., Yu, H., Gui, S., & Ji, S. (2023). Explainability in Graph Neural Networks: A Taxonomic Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(5), 5782–5799. · DOI 10.1109/TPAMI.2022.3204236
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Taxonomic bucketExplainable BERT-based Classificationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketExplainable Transformermachine-suggested · Relational suggestion, not evidence.See alsoGraph Neural Network (Network Analysis)machine-suggested · Relational suggestion, not evidence.

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