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Abstract: The nature of heterophilous graphs is significantly different from that of homophilous graphs, which causes difficulties in early graph neural network (GNN) models and suggests aggregations ...

Abstract: Symmetry is a widespread phenomenon in nature. Recognizing symmetry can minimize redundancy to improve computing efficiency. In this paper, we take permutation-related combinatorial ...

The methodology extends traditional CIB analysis with ways to handle uncertainty, test how robust scenarios are, simulate how systems change over time, and model probabilities. The simplest approach ...

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