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Shujaat Mirza

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Preprint Aug 2026

Evading Chain-of-Thought Monitoring Through Model Poisoning

Chain-of-thought (CoT) monitoring is an increasingly important component of AI safety stacks but relies on the assumption that a model's reasoning trace is informative about its actions. This work studies the limits of CoT monitoring through the lens of model poisoning. We demonstrate that backdoors can be implanted in...

Giorgio Severi, Shujaat Mirza, Blake Bullwinkel et al. · 0 citations

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