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Image Credit: Arxiv

Navigating Explanatory Multiverse Through Counterfactual Path Geometry

  • Counterfactual explanations are the de facto standard for interpreting decisions of predictive models.
  • Existing approaches neglect the multiplicity of counterfactual paths.
  • The concept of explanatory multiverse is introduced to encompass all possible counterfactual journeys.
  • An all-in-one metric called opportunity potential is proposed to quantify the spatial properties of counterfactual trajectories.

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