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M. F. Mridha

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#artificial intelligence Preprint Oct 2026

Certified Mechanistic Edits: Behavioral Guarantees for Skill Removal and Preservation

It is proved that no finite deterministic black-box test can certify removal, exhibiting an edit that passes exhaustive testing yet provably fails on a survivor pocket that can be made arbitrarily small.

Md Sazid Uddin, Mark Mazumder, M. F. Mridha · 0 citations