expertise needed
causal inference
Requires understanding of causal relationships and inference
3 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Counterfactual Fairness Assessment | Algorithmic | Model Agnostic | Any | Counterfactual Fairness Assessment evaluates whether a model's predictions would remain unchanged if an individual's... | ||
| Causal Mediation Analysis in Language Models | Mechanistic Interpretability | LLM Transformer | Text | Causal mediation analysis in language models is a mechanistic interpretability technique that systematically... | ||
| Path-Specific Counterfactual Fairness Assessment | Metric | Model Agnostic | Tabular | A causal fairness evaluation technique that assesses algorithmic discrimination by examining specific causal pathways in... |
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