2 papers
cs.LG2025
Dynamic Bayesian Optimization Framework for Instruction Tuning in Partial Differential Equation Discovery
Junqi Qu, Yan Zhang, Shangqian Gao +1
Large Language Models (LLMs) show promise for equation discovery, yet their outputs are highly sensitive to prompt phrasing, a phenomenon we term instruction brittleness. Static pr…
cs.LG2025
COMPOL: A Unified Neural Operator Framework for Scalable Multi-Physics Simulations
Yifei Sun, Tao Wang, Junqi Qu +3
Multiphysics simulations play an essential role in accurately modeling complex interactions across diverse scientific and engineering domains Although neural operators especially t…