GNNLens: A visual analytics approach for prediction error diagnosis of graph neural networks.

Graph Neural Networks (GNNs) aim to extend deep learning techniques to graph data and have achieved significant progress in graph analysis tasks (e.g., node classification) in recent years. However, similar to other deep neural networks like Convolutional Neural Networks (CNNs) and Recurrent Neural...

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Main Authors: JIN, Zhihua, WANG, Yong, WANG, Qianwen, MING, Yao, MA, Tengfei, QU, Huamin
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2023
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Online Access:https://ink.library.smu.edu.sg/sis_research/7659
https://ink.library.smu.edu.sg/context/sis_research/article/8662/viewcontent/2011.11048.pdf
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Institution: Singapore Management University
Language: English