Related to #168 scikit-learn's `CalibratedClassifierCV` should work with pairs classifier: We should ensure that it return coherent results with our estimators (could be done in #168) This could be finalized when `CalibratedClassifierCV` accept 3d arrays (see issue https://github.com/scikit-learn/scikit-learn/issues/13077) TODO: - [ ] See comment https://github.com/metric-learn/metric-learn/pull/168#discussion_r265468473