A Geometric View of Counterfactual Behavior: Interaction of Boundary Proximity and Local Support

In three linesGeometric study of counterfactual explanations in modern ML systems. Researchers show that models with similar predictive performance can differ substantially in the feasibility and distance of counterfactual changes, determined by decision-boundary proximity and local data support.

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