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Yiqi Su

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#natural language process... Preprint Oct 2026

EpiWorld: Grounding LLM Policy Agents in Epidemiological World Models

Epidemic intervention policies are textual artefacts that human decision-makers interpret, justify, and revise through natural language, making large language models a natural candidate for epidemic policy reasoning. A naive LLM, however, lacks the epidemic dynamics needed to project intervention consequences, the quan...

Zeeshan Memon, Yi-Qi Su, Kai Shu et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Graph World Models for Constrained Epidemic Policy Planning

Epidemic policy planning often requires coordination between geographical regions, taking into account mobility-driven spillovers and how to make use of limited resources. Existing methods either lack action-conditioned models of coupled dynamics or cannot guarantee per-period feasibility. We present EpiMind, a graph w...

Yi-Qi Su, Rashed Shelim, Ling-Yi Wang et al. · 0 citations

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