Explainability
Causal Analysis
Techniques examining causal relationships
2 subcategories • 2 techniques
Interaction Effects
Analyses feature interactions and their effects (e.g., Sobol Indices, Factor Analysis)
Mediation Analysis
Traces causal pathways through model (e.g., Causal Mediation Analysis)
Techniques
2 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Sobol Indices | Algorithmic | Architecture/model Agnostic Requirements/black Box | Tabular | Sobol indices show how much of the variation in a model's output can be traced to each of its inputs. The analyst sets a... | ||
| 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... |
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