Convolution Bridge: an Effective Algorithmic Migration Strategy from CNNs to GNNs

Kuijie Zhang,Shanchen Pang, Huahui Yang,Yuanyuan Zhang,Wenhao Wu, Hengxiao Li,Jerry Chun-Wei Lin

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS（2025）

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Convolution,Kernel,Feature extraction,Bridges,Convolutional neural networks,Computational modeling,Data models,Adaptation models,Buildings,Cross-domain migration,deep learning,graph classification,graph neural networks (GNNs),node classification,node classification

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