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ServiceNow completed its acquisition of Element AI on January 8, 2021. All references to Element AI in the materials that are part of this project should refer to ServiceNow.

Typing assumptions improve identification in causal discovery

License Language: Python

This is the code for the experiments of "Typing assumptions improve identification in causal discovery " (CLeaR 2022).

The jupyter notebooks allow to replicate the experiments and the figures (a notebook for typed PC will soon be added). The code to replicate Figure 3 and 7 is in the directory theory and the code for Figure 4 and 5 is in typed_pc.

In the directory workshop_ICML, there is the code for "Typing assumptions improve identification in causal discovery" presented at The Neglected Assumptions in Causal Inference workshop at ICML 2021 and the sequel presented at the WHY-21 workshop at NeurIPS 2021.