3 papers
cs.AI2026
Delegating Earth science model calibration to knowledge-guided LLM agents
Zhanliang Zhu, Ziwei Li, Liujun Zhu +3
Applying process-based Earth science models to new sites and questions often requires expert calibration decisions. Reliable delegation to language-model agents must preserve scien…
cs.AI2026
The average-farmer illusion in language-model simulations of agricultural decisions
Zhanliang Zhu, Ziwei Li, Yuchen Liu +5
Language-model agents are increasingly used as synthetic people in surveys and social simulations, yet their apparent realism is often judged from population averages or distributi…
cs.AI2026
KISS - Knowledge Infrastructure for Scientific Simulation: A Scaffolding for Agentic Earth Science
Ziwei Li, Liujun Zhu, Yuchen Liu +5
Process-based simulation models encode decades of scientific understanding across the Earth sciences, yet the communities most exposed to climate risk and resource scarcity are the…