Model Reconstruction Using Counterfactual Explanations: A Perspective From Polytope Theory

Counterfactual explanations provide ways of achieving a favorable model outcome with minimum input perturbation. However, counterfactual explanations can also be leveraged to reconstruct the model by strategically training a surrogate model to give similar predictions as the original (target) model....

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Hauptverfasser:	Dissanayake, Pasan, Dutta, Sanghamitra
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Computers and Society Computer Science - Cryptography and Security Computer Science - Information Theory Computer Science - Learning Mathematics - Information Theory Statistics - Machine Learning
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