Counterfactual Reasoning
by Community · free · Last verified 2026-03-17
Generates and evaluates counterfactual explanations — minimal input changes that would alter a model's prediction — using structural causal models and algorithmic recourse techniques. Provides actionable explanations for model decisions and supports causal effect estimation under interventions.
https://docs.dowhy.io/en/latest/ ↗C+
C+—Average
Adoption: C+Quality: AFreshness: ACitations: B+Engagement: F
Specifications
- License
- MIT
- Pricing
- free
- Capabilities
- counterfactual-generation, algorithmic-recourse, do-calculus, structural-equation-modeling, model-agnostic-explanations
- Integrations
- DoWhy, DiCE, CARLA, Alibi
- Use Cases
- Explainable credit scoring decisions, Medical treatment counterfactual analysis, Policy impact simulation
- API Available
- No
- Difficulty
- advanced
- Prerequisites
- causal-discovery, probability-theory
- Supported Agents
- Tags
- causal-inference, counterfactuals, explainability, what-if-analysis
- Added
- 2026-03-17
- Completeness
- 100%
Index Score
57.6Adoption
55
Quality
83
Freshness
81
Citations
76
Engagement
0