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Myra Spiliopoulou

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Preprint Aug 2026

Counterfactual Transition Graphs: Evaluating Cross-Class Transition Quality

Counterfactual (CF) explanations for time-series classifiers are usually evaluated one example at a time: what minimal edit flips this single window's prediction? We argue that the more informative question for diagnostic interpretability is structural: how does the classifier connect its own classes to each other? We...

S. Zaidi, Szymon Bobek, G. J. Nalepa et al. · 0 citations

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