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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
chirho
  • Overview: module code

All modules for which code is available

  • chirho.counterfactual.handlers.ambiguity
  • chirho.counterfactual.handlers.counterfactual
  • chirho.counterfactual.handlers.selection
  • chirho.counterfactual.internals
  • chirho.counterfactual.ops
  • chirho.dynamical.handlers.interruption
  • chirho.dynamical.handlers.solver
  • chirho.dynamical.handlers.trajectory
  • chirho.dynamical.internals._utils
  • chirho.dynamical.internals.backends.torchdiffeq
  • chirho.dynamical.internals.solver
  • chirho.dynamical.ops
  • chirho.explainable.handlers.components
  • chirho.explainable.handlers.explanation
  • chirho.explainable.handlers.preemptions
  • chirho.explainable.internals.defaults
  • chirho.explainable.ops
  • chirho.indexed.handlers
  • chirho.indexed.internals
  • chirho.indexed.ops
  • chirho.interventional.handlers
  • chirho.interventional.ops
  • chirho.observational.handlers.condition
  • chirho.observational.handlers.soft_conditioning
  • chirho.observational.internals
  • chirho.observational.ops
  • chirho.robust.handlers.estimators
  • chirho.robust.internals.linearize
  • chirho.robust.internals.nmc
  • chirho.robust.internals.utils
  • chirho.robust.ops

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