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One Permutation Is All You Need: Fast, Deterministic Feature Importance and Model Stress-Testing.

arXiv:2512.13892v3 Announce Type: replace-cross Abstract: Reliable estimation of feature contributions in machine learning models is essential for transparency, algorithmic fairness, and regulatory compliance. While permutation feature importance is widely use

arXiv cs.AIResearch source·