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Nokimul Hasan Arif

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Preprint Aug 2026

Conjunctive Poisoning in AI Supply-Chain Applications

This work shows that a malicious developer can pair a benign-looking wrapper with crafted metadata to deterministically alter post-generation behavior without modifying model weights, training data, or inference backend, and introduces TIF-BAH, a lightweight middleware defense that verifies wrapper integrity and record...

Nokimul Hasan Arif, Qian Lou, Meng Zheng · 0 citations

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