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cs.LG2025★ 1 cited
Mitigating Negative Transfer via Reducing Environmental Disagreement
Hui Sun, Zheng Xie, Hao-Yuan He +1
Unsupervised Domain Adaptation~(UDA) focuses on transferring knowledge from a labeled source domain to an unlabeled target domain, addressing the challenge of \emph{domain shift}.…
cs.AI2025
A Learnability Analysis on Neuro-Symbolic Learning
Hao-Yuan He, Ming Li
This paper analyzes the learnability of neuro-symbolic (NeSy) tasks within hybrid systems. We show that the learnability of NeSy tasks can be characterized by their derived constra…