GIST generates graph counterfactuals by overshooting to another class and backtracking with a spectral style loss, reporting higher validity and fidelity on 8 graph classification datasets.
Notice that GIST, before performing the backtracking mechanism, needs to overshoot the decision boundary of Φ given an input graph G
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Graph Inverse Style Transfer for Counterfactual Explainability
GIST generates graph counterfactuals by overshooting to another class and backtracking with a spectral style loss, reporting higher validity and fidelity on 8 graph classification datasets.