Proving LLM backdoor-safety without revealing weights: ZKML over formal methods

DimitrisPapail · x · 2026-11-11

A thread argues for a way to prove an LLM satisfies specific backdoor-safety properties without exposing proprietary weights — and to prove such properties succinctly to anyone downstream even for open weights, analogous to not knowing where a Trojan hides. The proposed hammer: ZKML combined with formal methods, offered as a potential defense against newly demonstrated dormant-neuron backdoor attacks.

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