Invariance & Causal Representation Learning: Prospects and Limitations

Simon Bing, Jonas Wahl, Urmi Ninad +1

In causal models, a given mechanism is assumed to be invariant to changes of other mechanisms. While this principle has been utilized for inference in settings where the causal var…