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stat.ME2022★ 1 cited
Learning Invariant Representations under General Interventions on the Response
Kang Du, Yu Xiang
It has become increasingly common nowadays to collect observations of feature and response pairs from different environments. As a consequence, one has to apply learned predictors…
stat.ME2022
An Invariant Matching Property for Distribution Generalization under Intervened Response
Kang Du, Yu Xiang
The task of distribution generalization concerns making reliable prediction of a response in unseen environments. The structural causal models are shown to be useful to model distr…