This volume introduces likelihood-based updates to feature risk and reliability, indicating how additional information affects recoverability.
This volume introduces posterior compatibility in the Re-Phase framework. It defines likelihood-based reweighting on tolerant admissible fibers and studies the induced revision of feature risk and reliability. The note emphasizes that additional information can redistribute feature-failure mass and does not automatically improve recoverability.
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Takashi Ito (2026) studied this question.
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