5 citations · 9 across the 8 of their papers we have counts for
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stat.ME2023★ 3 cited
Identifying Direct Causes using Intervened Target Variable
Kang Du, Yu Xiang, Ilya Soloveychik
Identifying the direct causes or causal parents of a target variable is crucial for scientific discovery. Focusing on linear models, the invariant prediction framework was built up…
stat.ME2023
Generalized Invariant Matching Property via LASSO
Kang Du, Yu Xiang
Learning under distribution shifts is a challenging task. One principled approach is to exploit the invariance principle via the structural causal models. However, the invariance p…