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Jaehwan Choi

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Preprint Sep 2026

Scaling LLM Agents for Materials Design through Hierarchical Collective Reasoning

Low-level hierarchical discussion in HiMatGen provides an approach to materials design that sustains the exchange of scientific knowledge and computational evidence throughout iterative exploration as the agent population grows.

Jaehwan Choi, Yousung Jung · 0 citations
Preprint Aug 2026

Compiling Chemical Knowledge into Executable Descriptors for Materials Prediction

CRISP is introduced, a large language model-assisted framework that treats representation construction as a rule-space exploration and compilation problem: it repeatedly samples target-relevant chemical rules without access to structures, labels or data splits, consolidates related concepts, and compiles each into an e...

Jaehwan Choi, Kunik Jang, Seongmin Kim et al. · 1 citation
Review Open access Aug 2026

AI for Accelerated Materials Discovery: From Generative Design to Autonomous Realization

This review examines emerging AI methodologies for accelerated materials discovery, with particular emphasis on how computational design, data infrastructure, synthesis planning, and autonomous experimentation can be connected into experimentally grounded workflows.

Jaehwan Choi, Seongmin Kim, Junkil Park et al. · 4 citations

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