Causal Information Splitting: Engineering Proxy Features for Robustness to Distribution Shifts

Bijan Mazaheri, Atalanti Mastakouri, Dominik Janzing +1

Statistical prediction models are often trained on data from different probability distributions than their eventual use cases. One approach to proactively prepare for these shifts…