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Investigate Convolutional Kernel Networks
It may be worth investigating whether convolutional kernel networks [1] can be integrated as a GP graph kernel.
[1] Chen, D., Jacob, L. and Mairal, J., Convolutional kernel networks for graph-structured data. ICML, 2020.