9 citations · 14 across the 4 of their papers we have counts for
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cs.LG2023★ 1 cited
Taxonomy-Structured Domain Adaptation
Tianyi Liu, Zihao Xu, Hao He +3
Domain adaptation aims to mitigate distribution shifts among different domains. However, traditional formulations are mostly limited to categorical domains, greatly simplifying nua…
cs.LG2023★ 2 cited
Domain-Indexing Variational Bayes: Interpretable Domain Index for Domain Adaptation
Zihao Xu, Guang-Yuan Hao, Hao He +1
Previous studies have shown that leveraging domain index can significantly boost domain adaptation performance (arXiv:2007.01807, arXiv:2202.03628). However, such domain indices ar…
cs.LG2022★ 9 cited
Graph-Relational Domain Adaptation
Zihao Xu, Hao He, Guang-He Lee +2
Existing domain adaptation methods tend to treat every domain equally and align them all perfectly. Such uniform alignment ignores topological structures among different domains; t…