v1.1.0

What's New 🤩

• Implement new binary risk control feature, see BinaryClassificationController and BinaryClassificationRisk. Here is a quick start
• See also the reworked risk control documentation
• MAPIE now supports Python versions up to the latest release (currently 3.13)

What's Changed 👀

• Revert incorrect renaming of calibration to conformalization in PrecisionRecallController
• Add scientific references for regression conformity scores
• Fix double inference when using predict_set function in split conformal classification
• Change prefit default value to True in split methods' docstrings to remain consistent with the implementation
• Fix issue 699 to replace TimeSeriesRegressor.partial_fit with TimeSeriesRegressor.update

Contributors 🙌🏻

Warm thanks to all contributors involved!

• @FaustinPulveric
• @gmartinonQM
• @Valentin-Laurent
• @vincentblot28
• @kleena
• @allglc