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Getting Started

  • Causal Reasoning with ChiRho

Tutorials

  • Causal probabilistic programming without tears

Examples

  • Backdoor adjustment
  • Causal effect variational autoencoder
  • Deep structural causal model counterfactuals
  • Structured latent confounders
  • Mediation analysis and (in)direct effects
  • Estimating causal effects using instrumental variables
  • Estimating the causal effects of drug treatment on gene expression
  • Causal effect estimation in panel data
  • Doubly robust estimation with Chirho
  • Automated doubly robust estimation with ChiRho
  • Causal reasoning in dynamical systems
  • Hierarchical Bayesian Models with Dynamical Systems
  • Explainable reasoning with ChiRho (categorical variables)
  • Causal Explanations in Models with Continuous Random Variables
  • Actual Causality and the modified Halpern-Pearl definition

Documentation

  • Counterfactual
  • Interventional
  • Observational
  • Indexed
  • Dynamical
  • Robust
  • Explainable

For Contributors

  • Contributing to ChiRho
  • Design Notes
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