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cs.LG2025
Deep set based operator learning with uncertainty quantification
Lei Ma, Ling Guo, Hao Wu +1
Learning operators from data is central to scientific machine learning. While DeepONets are widely used for their ability to handle complex domains, they require fixed sensor numbe…
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…