MCIR: A Feature Dependence-Aware Explainability Method with Reliability Guarantees.

arXiv:2610.01641v1 Announce Type: cross Abstract: Modern machine-learning models often contain strongly dependent or redundant features, making feature attribution difficult because shared predictive information can be distributed across correlated predictors.