Beyond Sufficiency: Time Series Explanation with Counterfactual Necessity
By Hongnan Ma · Paper · cs.LG
Faithful explanations of time-series classifiers should identify subsequences that are not only sufficient to preserve a black-box model's prediction, but also necessary for maintaining it. However, existing sufficiency-oriented methods can assign high importance to spurious subs