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Towards the Explanation of Graph Neural Networks in ...
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由 J Yu 著作2021被引用 5 次 — As Graph Neural Networks (GNNs) are widely adopted in digital pathology, there is increasing attention to developing explanation models ( ...
(PDF) Towards the Explanation of Graph Neural Networks ...
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2021年12月21日 — As Graph Neural Networks (GNNs) are widely adopted in digital pathology, there is increasing attention to developing explanation models ...
[PDF] Towards the Explanation of Graph Neural Networks ...
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This work proposes IFEXPLAINER, which generates a necessary and sufficient explanation for GNNs, and proposes a novel notion of predictiveness, ...
Towards the Explanation of Graph Neural Networks in ...
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由 J Yu 著作2021被引用 5 次 — In this work, we emphasize the necessary and suffi- cient nature of the explanations and propose a novel explainer of GNN in digital pathology, ...
Towards the Explanation of Graph Neural Networks in Digital ...
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As Graph Neural Networks (GNNs) are widely adopted in digital pathology, there is increasing attention to developing explanation models (explainers) of GNNs ...
Junchi Yu
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Towards the explanation of graph neural networks in digital pathology with information flows. J Yu, T Xu, R He. arXiv preprint arXiv:2112.09895, 2021. 5, 2021 ...
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Junchi Yu
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In this paper, we propose a framework of Graph Information Bottleneck (GIB) for the subgraph recognition problem in deep graph learning. Denoising · Graph ...
Graph neural networks in histopathology: Emerging trends ...
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由 S Brussee 著作2025被引用 2 次 — Graphs have been used in digital pathology ... This graph structure allows hierarchical information flow during message-passing in the GNN model.
Hierarchical graph representations in digital pathology
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Towards the Explanation of Graph Neural Networks in Digital Pathology with Information Flows. Junchi Yu, Tingyang Xu, Ran He. 2021, arXiv.org. Connected Papers ...
[PDF] Quantifying Explainers of Graph Neural Networks in ...
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Towards the Explanation of Graph Neural Networks in Digital Pathology with Information Flows · Junchi YuTingyang XuRan He. Computer Science, Medicine. ArXiv.
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