A review organizing LLM-assisted PDE research into Discovery, Solving, and Optimization stages, arguing LLMs are most useful as workflow-level interfaces rather than isolated solvers.
Ai cfd scientist: Toward open-ended computational fluid dynamics discovery with physics-aware ai agents, 2026
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Large language models for partial differential equation workflows
A review organizing LLM-assisted PDE research into Discovery, Solving, and Optimization stages, arguing LLMs are most useful as workflow-level interfaces rather than isolated solvers.