/Not-All-Causal-Inference-is-the-Same

Official code repository to the corresponding paper.

Primary LanguagePython

Not All Causal Inference is the Same [Accepted to TMLR 2023]

Official code repository for reproducing the empirical section of the paper: "7.1 ‘Bonus:’ An Easy Solution to Speeding Up Mechanism Inference in SCM".

Thumbnail of Figure 3 from Paper

Code Structure:

  • aux contains helper functions
  • models contains base functions like neural nets, sum-product networks but also the actual (T)NCM
  • expX.py reproduces an experiment as found in the paper (e.g. exp1.py reproduces the results from Figure 6 of the main paper)