├── .bumpversion.cfg ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ ├── config.yml │ ├── documentation.md │ └── feature_request.md ├── PULL_REQUEST_TEMPLATE.md └── workflows │ ├── publish.yml │ └── test.yml ├── .gitignore ├── .readthedocs.yml ├── AUTHORS.rst ├── CITATION.cff ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.rst ├── HISTORY.rst ├── LICENSE ├── Makefile ├── README.rst ├── RELEASE_CHECKLIST.md ├── doc ├── Makefile ├── __init__.py ├── _static │ ├── css │ │ └── project-template.css │ └── js │ │ └── copybutton.js ├── _templates │ ├── __init__.py │ ├── class.rst │ ├── function.rst │ └── numpydoc_docstring.py ├── api.rst ├── choosing_the_right_algorithm.rst ├── choosing_the_right_algorithm_classification.rst ├── choosing_the_right_algorithm_regression.rst ├── conf.py ├── external_risk_control_package.rst ├── images │ ├── 1d_data.png │ ├── calibration_basic.png │ ├── classification_methods.png │ ├── comp-methods.csv │ ├── comp-methods.png │ ├── cp_cross.png │ ├── cp_prefit.png │ ├── cp_split.png │ ├── cqr.png │ ├── decision_tree.png │ ├── educational_visual.png │ ├── example_with_risk_control.png │ ├── example_without_risk_control.png │ ├── jackknife.png │ ├── jackknife_cut.jpg │ ├── jackknife_cut.png │ ├── jackknife_cv.png │ ├── jackknife_jackknife.png │ ├── jackknife_naive.png │ ├── list_methods.png │ ├── mapie_internals_classification.png │ ├── mapie_internals_regression.png │ ├── mapie_logo_nobg_cut.png │ ├── mapie_logo_white_cut.png │ ├── mapie_predictions.png │ ├── mapie_roadmap.png │ ├── mondrian.png │ ├── plot_alpha.png │ ├── prefit.png │ ├── r_hat_plus.png │ ├── risk_distribution.png │ ├── uncertainty_example_blog.png │ └── v1_release_notes_gitdiff.png ├── index.rst ├── index_binary_classification.rst ├── index_classification.rst ├── index_mondrian.rst ├── index_regression.rst ├── llm_risk_control.rst ├── make.bat ├── notebooks_calibration.rst ├── quick_start.rst ├── split_cross_conformal.rst ├── theoretical_description_binary_classification.rst ├── theoretical_description_calibration.rst ├── theoretical_description_classification.rst ├── theoretical_description_conformity_scores.rst ├── theoretical_description_metrics.rst ├── theoretical_description_mondrian.rst ├── theoretical_description_regression.rst ├── theoretical_description_risk_control.rst ├── tutorial_classification_files │ ├── tutorial_classification_12_0.png │ ├── tutorial_classification_15_0.png │ ├── tutorial_classification_20_0.png │ ├── tutorial_classification_25_0.png │ ├── tutorial_classification_28_0.png │ └── tutorial_classification_6_0.png ├── tutorial_mondrian_regression_files │ ├── tutorial_mondrian_regression_13_0.png │ ├── tutorial_mondrian_regression_15_2.png │ ├── tutorial_mondrian_regression_2_0.png │ ├── tutorial_mondrian_regression_5_0.png │ └── tutorial_mondrian_regression_8_1.png ├── tutorial_multilabel_classification_files │ ├── tutorial_multilabel_classification_10_0.png │ ├── tutorial_multilabel_classification_11_0.png │ └── tutorial_multilabel_classification_4_1.png ├── tutorial_regression_files │ ├── tutorial_regression_10_0.png │ ├── tutorial_regression_16_0.png │ ├── tutorial_regression_17_0.png │ ├── tutorial_regression_18_0.png │ ├── tutorial_regression_19_0.png │ ├── tutorial_regression_28_0.png │ ├── tutorial_regression_29_0.png │ ├── tutorial_regression_30_0.png │ ├── tutorial_regression_31_0.png │ ├── tutorial_regression_32_0.png │ ├── tutorial_regression_34_0.png │ ├── tutorial_regression_35_0.png │ ├── tutorial_regression_36_0.png │ ├── tutorial_regression_37_0.png │ ├── tutorial_regression_38_0.png │ ├── tutorial_regression_39_0.png │ ├── tutorial_regression_40_0.png │ ├── tutorial_regression_41_0.png │ ├── tutorial_regression_42_0.png │ ├── tutorial_regression_42_2.png │ ├── tutorial_regression_44_2.png │ ├── tutorial_regression_48_0.png │ ├── tutorial_regression_49_0.png │ ├── tutorial_regression_50_0.png │ ├── tutorial_regression_52_0.png │ ├── tutorial_regression_53_0.png │ ├── tutorial_regression_55_0.png │ ├── tutorial_regression_56_0.png │ ├── tutorial_regression_58_0.png │ ├── tutorial_regression_59_0.png │ ├── tutorial_regression_62_0.png │ ├── tutorial_regression_65_0.png │ ├── tutorial_regression_66_0.png │ ├── tutorial_regression_69_0.png │ ├── tutorial_regression_70_0.png │ ├── tutorial_regression_72_0.png │ ├── tutorial_regression_73_0.png │ ├── tutorial_regression_74_0.png │ └── tutorial_regression_9_0.png └── v1_release_notes.rst ├── examples ├── README.rst ├── calibration │ ├── 1-quickstart │ │ ├── README.rst │ │ └── plot_calibration_hypothesis_testing.py │ ├── 2-advanced-analysis │ │ ├── README.rst │ │ └── plot_asymptotic_convergence_of_p_values.py │ └── README.rst ├── classification │ ├── 1-quickstart │ │ ├── README.rst │ │ └── plot_quickstart_classification.py │ ├── 2-advanced-analysis │ │ ├── README.rst │ │ ├── plot_comp_methods_on_2d_dataset.py │ │ ├── plot_crossconformal.py │ │ └── plot_main-tutorial-binary-classification.py │ ├── 3-scientific-articles │ │ ├── README.rst │ │ └── plot_sadinle2019_example.py │ ├── 4-other-notebooks │ │ └── README.rst │ └── README.rst ├── data │ └── demand_temperature.csv ├── mondrian │ ├── 1-quickstart │ │ ├── README.rst │ │ └── plot_main-tutorial-mondrian-regression.py │ └── README.rst ├── regression │ ├── 1-quickstart │ │ ├── README.rst │ │ ├── plot_compare_conformity_scores.py │ │ ├── plot_heteroscedastic_1d_data.py │ │ ├── plot_homoscedastic_1d_data.py │ │ ├── plot_prefit.py │ │ ├── plot_toy_model.py │ │ └── plot_ts-tutorial.py │ ├── 2-advanced-analysis │ │ ├── README.rst │ │ ├── plot-coverage-width-based-criterion.py │ │ ├── plot_ResidualNormalisedScore_tutorial.py │ │ ├── plot_both_uncertainties.py │ │ ├── plot_conditional_coverage.py │ │ ├── plot_conformal_predictive_distribution.py │ │ ├── plot_coverage_validity.py │ │ ├── plot_cqr_symmetry_difference.py │ │ ├── plot_cqr_tutorial.py │ │ ├── plot_main-tutorial-regression.py │ │ ├── plot_nested-cv.py │ │ └── plot_timeseries_enbpi.py │ ├── 3-scientific-articles │ │ ├── README.rst │ │ ├── plot_barber2020_simulations.py │ │ ├── plot_kim2020_simulations.py │ │ └── plot_zaffran2022_comparison.py │ ├── 4-other-notebooks │ │ └── README.rst │ └── README.rst └── risk_control │ ├── 1-quickstart │ ├── README.rst │ └── plot_risk_control_binary_classification.py │ ├── 2-advanced-analysis │ ├── README.rst │ ├── plot_multi_risk_control_binary_classification.py │ ├── plot_risk_control_llm_as_a_judge.py │ ├── plot_risk_control_multi_parameter_binary_classification.py │ └── plot_tutorial_risk_control.py │ └── README.rst ├── mapie ├── __init__.py ├── _machine_precision.py ├── _version.py ├── aggregation_functions.py ├── calibration.py ├── classification.py ├── conformity_scores │ ├── __init__.py │ ├── bounds │ │ ├── __init__.py │ │ ├── absolute.py │ │ ├── gamma.py │ │ └── residuals.py │ ├── classification.py │ ├── interface.py │ ├── regression.py │ ├── sets │ │ ├── __init__.py │ │ ├── aps.py │ │ ├── lac.py │ │ ├── naive.py │ │ ├── raps.py │ │ ├── topk.py │ │ └── utils.py │ └── utils.py ├── estimator │ ├── __init__.py │ ├── classifier.py │ └── regressor.py ├── metrics │ ├── __init__.py │ ├── calibration.py │ ├── classification.py │ └── regression.py ├── regression │ ├── __init__.py │ ├── quantile_regression.py │ ├── regression.py │ └── time_series_regression.py ├── risk_control │ ├── __init__.py │ ├── binary_classification.py │ ├── methods.py │ ├── multi_label_classification.py │ └── risks.py ├── subsample.py ├── tests │ ├── README.md │ ├── __init__.py │ ├── long_tests │ │ └── test_theoretical_validity.py │ ├── risk_control │ │ ├── test_binary_classification_control.py │ │ ├── test_precision_recall_control.py │ │ └── test_risk_control.py │ ├── test_aggregations_functions.py │ ├── test_calibration.py │ ├── test_classification.py │ ├── test_common.py │ ├── test_conformity_scores_bounds.py │ ├── test_conformity_scores_sets.py │ ├── test_conformity_scores_utils.py │ ├── test_metrics.py │ ├── test_non_regression.py │ ├── test_quantile_regression.py │ ├── test_regression.py │ ├── test_subsample.py │ ├── test_time_series_regression.py │ └── test_utils.py └── utils.py ├── mypy.ini ├── notebooks ├── Makefile ├── README.md ├── calibration │ └── top_label_calibration.ipynb ├── classification │ └── Cifar10.ipynb ├── regression │ ├── exoplanets.ipynb │ ├── exoplanets_mass.csv │ ├── ts-changepoint.ipynb │ └── tutorial_regression.ipynb └── risk_control │ └── theoretical_validity_tests.ipynb └── pyproject.toml /.bumpversion.cfg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/scikit-learn-contrib/MAPIE/HEAD/.bumpversion.cfg -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- 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