expertise needed
causal inference
Requires understanding of causal relationships and inference
3 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Counterfactual Fairness Assessment | Testing | Architecture/model Agnostic Paradigm/supervised +1 | Tabular | Counterfactual Fairness Assessment tests whether a model would have made the same predictions for a person had their... | ||
| Causal Mediation Analysis in Language Models | Algorithmic | Architecture/neural Networks/transformer Architecture/neural Networks/transformer/llm +3 | Text | Causal mediation analysis traces which internal components of a language model carry the effect of a change in the input... | ||
| Path-Specific Counterfactual Fairness Assessment | Metric | Architecture/model Agnostic Paradigm/supervised +1 | Tabular | Path-specific counterfactual fairness assessment tests whether a protected attribute, such as sex or race, influences a... |
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