CausalDisco 0.1.0

Baseline algorithms and analytics tools for Causal Discovery.

CausalDisco 🪩

Baseline algorithms and analytics tools for Causal Discovery.

Baseline Algorithms

Find the following baseline algorithms in CausalDisco/baselines.py

• R²-SortnRegress
• Var-SortnRegress

Analytics tools

Find the following analytics tools in CausalDisco/analytics.py

• R²-sortability
• Var-sortability
• order_alignment

Sources

If you find our algorithms useful please consider citing

@article{reisach2021beware,
  title={Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game},
  author={Reisach, Alexander G. and Seiler, Christof and Weichwald, Sebastian},
  journal={Advances in Neural Information Processing Systems},
  volume={34},
  year={2021}
}

@article{reisach2023simple,
  title={Simple Sorting Criteria Help Find the Causal Order in Additive Noise Models},
  author={Reisach, Alexander G. and Tami, Myriam and Seiler, Christof and Chambaz, Antoine and Weichwald, Sebastian},
  journal={arXiv preprint arXiv:2303.18211},
  year={2023}
}