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1. ges ges Public

   Python implementation of the GES algorithm for causal discovery, from the 2002 paper "Optimal Structure Identification With Greedy Search" by David Maxwell Chickering.

   Python 52 9

2. causal-chamber causal-chamber Public

   Dataset repository for the 2024 paper "The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology" by Juan L. Gamella, Jonas Peters and Peter Bühlmann.

   Python 23 1

3. causal-chamber-paper causal-chamber-paper Public

   Code to reproduce the case studies of the 2024 paper "The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology" by Juan L. Gamella, Jonas Peters and Peter Bühlmann.

   Jupyter Notebook 11

4. aicp aicp Public

   Code to reproduce the experimental results from the paper "Active Invariant Causal Prediction: Experiment Selection Through Stability", by Juan L Gamella and Christina Heinze-Deml.

   Python 19 4

5. icp icp Public

   Python implementation of the Invariant Causal Prediction (ICP) algorithm, from the 2015 paper "Causal inference using invariant prediction: identification and confidence intervals" by Jonas Peters,…

   Python 19 1

6. sempler sempler Public

   Framework to generate observational and interventional samples from structural equation models (SEMs)

   Python 12 2