KaCGM: Kolmogorov-Arnold Causal generative models

Sachs Dataset

Explore intervention effects on the Sachs dataset.

  • Click "Run Intervention" to compute results for the selected node and model.
  • Adjust the sliders to dynamically explore changes in the intervention effect from the seleceted node and model.

Notes:

  • If you want to analyze other node and/or model you must select them and click "Run Intervention" each time.
  • Full formulas are displayed only when the KAAM model is selected.
Model
Node
-3 3
-3 3

Visualization

Interventional Distributions Boxplot

Causal Graph with Intervention Focus

Intervention Effect Plots

You may click on any image to to open a larger preview and also navigate through the images