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cs.LG2025
Polynomial Threshold Functions of Bounded Tree-Width: Some Explainability and Complexity Aspects
Karine Chubarian, Johnny Joyce, Gyorgy Turan
The tree-width of a multivariate polynomial is the tree-width of the hypergraph with hyperedges corresponding to its terms. Multivariate polynomials of bounded tree-width have been…
cs.LG2024★ 1 cited
Iterative Graph Neural Network Enhancement via Frequent Subgraph Mining of Explanations
Harish G. Naik, Jan Polster, Raj Shekhar +2
We formulate an XAI-based model improvement approach for Graph Neural Networks (GNNs) for node classification, called Explanation Enhanced Graph Learning (EEGL). The goal is to imp…