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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…
cs.IT2022
Lower Bounds on the Error Probability for Invariant Causal Prediction
Austin Goddard, Yu Xiang, Ilya Soloveychik
It is common practice to collect observations of feature and response pairs from different environments. A natural question is how to identify features that have consistent predict…