Author

Dino-Rober Demir

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Preprint Aug 2026

LLMs as Acquisition Policies for Finite-Pool Materials Optimization: A Controlled Study

Overall, open-weight LLMs show potential as acquisition policies for finite-pool materials search, although their reliability remains sensitive to the task and to how candidates and scientific context are presented.

Dino-Rober Demir, Florian Le Bronnec, Rio Yokota · 0 citations