51 citations · 127 across the 23 of their papers we have counts for
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cs.IT2023
Error Probability Bounds for Invariant Causal Prediction via Multiple Access Channels
Austin Goddard, Yu Xiang, Ilya Soloveychik
We consider the problem of lower bounding the error probability under the invariant causal prediction (ICP) framework. To this end, we examine and draw connections between ICP and…
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…