AccurateLayerwiseInterpretableCompetence Estimation

Feb-13-2026, 07:47:12 GMT–Neural Information Processing Systems

Our contributions are twofold: First, we establish a statistically rigorous definition of competence that generalizesthecommon notion ofclassifier confidence; second, wepresent theALICE (Accurate Layerwise Interpretable Competence Estimation) Score, a pointwise competence estimator foranyclassifier.

artificial intelligence, estimator, machine learning, (16 more...)

Neural Information Processing Systems

Feb-13-2026, 07:47:12 GMT

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