Q&A 40.3 — CounterfactualReasoner: Structural Counterfactuals

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CounterfactualReasoner — Q&A

Questions and answers about the CounterfactualReasoner component (Phase 40.3, #811).

Topics Welcome

• Pearl vs Rubin frameworks for counterfactuals
• Twin network construction and inference
• Abduction step with non-linear structural equations
• Individual treatment effects (ITE) vs average effects
• Counterfactual fairness implementation
• Contrastive explanations via counterfactuals
• Connection to Phase 39.3 CounterfactualGenerator
• Handling discrete vs continuous variables in counterfactuals

Getting Started

See the Phase 40.3 wiki page for full documentation.

Related: #811