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cs.LG2025
A Physics-preserved Transfer Learning Method for Differential Equations
Hao-Ran Yang, Chuan-Xian Ren
While data-driven methods such as neural operator have achieved great success in solving differential equations (DEs), they suffer from domain shift problems caused by different le…
cs.LG2024
COD: Learning Conditional Invariant Representation for Domain Adaptation Regression
Hao-Ran Yang, Chuan-Xian Ren, You-Wei Luo
Aiming to generalize the label knowledge from a source domain with continuous outputs to an unlabeled target domain, Domain Adaptation Regression (DAR) is developed for complex pra…