ce-integration-compare

Configure the CE SHAP and LIME integration adapters to wrap your calibrated explanations explainer, generating side-by-side rule and attribution outputs to compare calibrated explanations with SHAP and LIME outputs for interpretation.

Calibrated explanations provide rule-based outputs, while SHAP and LIME generate feature attributions; side-by-side comparison via CE adapters helps debug interpretation differences and validate model behavior across explanation methods.

Configure SHAP and LIME adapters in a calibrated explanations pipeline by using the integration modules in src/calibrated_explanations/integrations/shap.py and lime.py to ensure compatibility and generate comparable outputs.

Calibrated explanations adapters wrap your CE explainer to expose SHAP and LIME compatible outputs, allowing integration into existing workflows for side-by-side debugging and interpretation of rule-based explanations.

Mismatches between calibrated explanations and SHAP outputs often stem from adapter configuration issues; debug the CE integration adapters to ensure compatibility and verify that rule-based explanations align with feature attributions.