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Hongju Liu

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#software testing Open access Sep 2026

Auditing the Rules of Belief: Self-Referential Epistemic Revision under Formative Training

Training can change more than what an artificial system answers. It can also change how the system weighs evidence, trusts sources, generalizes rules, reports internal states, and represents the very variables an auditor later attempts to compare. This paper studies the resulting problem as **Formative Epistemic Audit...

Hongju Liu · 0 citations
#software testing Open access Sep 2026

Auditing the Rules of Belief: Self-Referential Epistemic Revision under Formative Training

Training can change more than what an artificial system answers. It can also change how the system weighs evidence, trusts sources, generalizes rules, reports internal states, and represents the very variables an auditor later attempts to compare. This paper studies the resulting problem as **Formative Epistemic Audit...

Hongju Liu · 0 citations

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