Author

Dan Wilson

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Preprint Aug 2026

Enforcing LLM Safety through DMD-based Classification of Prompt-Response Embedding Dynamics

Large Language Models (LLMs) are increasingly deployed in high-stakes applications, yet their tendency to generate toxic, harmful, or policy-violating content poses significant risks. Detecting these unsafe outputs efficiently in a black-box manner remains an open challenge. In this paper, we extend a recently proposed...

Mohamed Akrout, O. Kotevska, Dan Wilson · 0 citations

#machine learning May 2026

Low-Cost Black-Box Detection of LLM Hallucinations via Dynamical System Prediction

This approach enables low-cost hallucination detection in a single-sample pass, avoiding the need for secondary sampling or external grounding, and achieves state-of-the-art performance with reduced resource overhead.

Dan Wilson, Mohamed Akrout · arXiv.org · 3 citations