Causal Regularization: On the trade-off between in-sample risk and out-of-sample risk guarantees

Lucas Kania, Ernst Wit

Invariant prediction uses the prediction stability of causal relationships across different environments to identify causal variables. Conversely, using causal variables gives pred…