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cs.LG2026
Hypothesis-driven construction of mesoscopic dynamics
Zhuoyuan Li, Aiqing Zhu, Qianxiao Li
Traditional scientific modeling typically begins with fixed, instance-wise effective equations and then carries out equation-specific analysis and computation, a procedure that bec…
cs.CE2026
In-context learning as a retraining-free paradigm for constitutive modeling
Lingfeng Li, Zhuoyuan Li, Shun Li +4
Building models that generalize across physical systems without retraining remains a central challenge in computational science. Here we introduce In-Context Modeling (ICM), a retr…