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Two Models Could Share Every Prediction Certificate and Differ Inside
A separation theorem argues that accuracy, calibration and coverage cannot certify explanation fidelity.
Published Updated Story ID: mp-2026-08-24-017
Summary
A separation theorem argues that accuracy, calibration and coverage cannot certify explanation fidelity.
The proposed competence envelope combines prediction and explanation checks because a reliable and compromised model can be identical on output-side certificates while differing in decision mechanism and deployment behavior.
Why it matters
A separation theorem argues that accuracy, calibration and coverage cannot certify explanation fidelity.
Limits and context
No additional limitation was separately recorded.
Key claims
A separation theorem argues that accuracy, calibration and coverage cannot certify explanation fidelity.
Evidence: source-2026-08-24-019
Sources
- arXiv preprint 2608.20825arXiv · primary research
Corrections
No corrections have been recorded for this story.