2 papers
cs.LG2026
A Deep Surrogate Model for Robust and Generalizable Long-Term Blast Wave Prediction
Danning Jing, Xinhai Chen, Xifeng Pu +5
Accurately modeling the spatio-temporal dynamics of blast wave propagation remains a longstanding challenge due to its highly nonlinear behavior, sharp gradients, and burdensome co…
cs.LG2026
LLM4Fluid: Large Language Models as Generalizable Neural Solvers for Fluid Dynamics
Qisong Xiao, Xinhai Chen, Qinglin Wang +10
Deep learning has emerged as a promising paradigm for spatio-temporal modeling of fluid dynamics. However, existing approaches often suffer from limited generalization to unseen fl…