#xai2 articles

2 articles

AIBullisharXiv – CS AI · 5h ago2

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A Polynomial-Time Axiomatic Alternative to SHAP for Feature Attribution

Researchers have developed ESENSC_rev2, a polynomial-time alternative to SHAP for AI feature attribution that offers similar accuracy with significantly improved computational efficiency. The method uses cooperative game theory and provides theoretical foundations through axiomatic characterization, making it suitable for high-dimensional explainability tasks.

AIBullisharXiv – CS AI · 5h ago0

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Extended Empirical Validation of the Explainability Solution Space

Researchers published an extended validation study of the Explainability Solution Space (ESS) framework, demonstrating its effectiveness across different domains including urban resource allocation systems. The study confirms ESS can systematically adapt to various governance roles and stakeholder configurations, positioning it as a generalizable tool for explainable AI strategy design.