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RTA shows that replacing traditional message passing with retrieval can enhance GNN performance while improving computational efficiency and robustness.
Bypassing demographic assumptions, Grad2Fair achieves superior fairness in GNNs by directly utilizing gradient distributions from misclassified nodes.
