RankCert: When Can Simulated Learners Safely Select an AI Tutor? Robust Decision Certification Under Structural Uncertainty

T1Covered by 1 source · first reported by arXiv at 24 Sept, 04:00 UTC

arXiv:2609.26069v1 Announce Type: new Abstract: Simulation-based tutor selection can be unstable when predictively adequate learner models imply different policy rankings. RankCert certifies one of eight equal-budget tutoring policies only when model-averaged utility, probability-best, posterior…

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• T1RankCert: When Can Simulated Learners Safely Select an AI Tutor? Robust Decision Certification Under Structural UncertaintyarXiv24 Sept, 04:00