Noise-resistant graph neural networks with manifold consistency and label consistency

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Zhengyu Lu, Yujing Liu, Guoqiu Wen, Bo Zhou, Wenzhen Zhang, Jilian Zhang

Published: 01 Jan 2024, Last Modified: 05 Nov 2025Expert Syst. Appl. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Propose a noise-resistant graph neural network with manifold and label consistency.•Neighbor label correction and consistency regularization guide model training.•Intuitively analyze the feasibility of the proposed constraints.