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This supplemental material accompanies the main paper and is divided into two principal sections. The first section provides a detailed proof of Theorem 3.3 as presented in the main paper. The second section presents further accuracy evaluation results for various GNN tasks and models, along with the hyperparameters used in these experiments.

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