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cs.LG2026
Learning Macroscopic Dynamics without Reconstructing Microscopic States
Zhichao Han, Yue Zhao, Qianxiao Li
Modeling the temporal evolution of macroscopic properties of complex systems is an important scientific task. To predict this evolution without full microscopic simulation, a commo…
cs.LG2026
Learning Permutation-invariant Macroscopic Dynamics
Zhichao Han, Mengyi Chen, Qianxiao Li
Accurately modeling the macroscopic dynamics of high-dimensional microscopic systems is of broad interest across the sciences. Many data-driven approaches learn a low-dimensional l…