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math.NA2024★ 1 cited
Optimal Low-dimensional Approximation of Transfer Operators via Flow Matching: Computation and Error Analysis
Zhicheng Zhang, Ling Guo, Hao Wu
Reaction coordinates (RCs) are low-dimensional representations of complex dynamical systems that capture their long-term dynamics. In this work, we focus on the criteria of lumpabi…
cs.LG2024★ 1 cited
Energy based diffusion generator for efficient sampling of Boltzmann distributions
Yan Wang, Ling Guo, Hao Wu +1
Sampling from Boltzmann distributions, particularly those tied to high dimensional and complex energy functions, poses a significant challenge in many fields. In this work, we pres…