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v1.1.0 release commit - Update HISTORY.rst
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HISTORY.rst

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1.x.x (2025-xx-xx)
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1.1.0 (2025-09-22)
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* Implement new binary risk control feature, see BinaryClassificationController and BinaryClassificationRisk
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* See also the reworked risk control documentation
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* Revert incorrect renaming of calibration to conformalization in PrecisionRecallController
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* Fix warnings when running tests
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* Rework risk control documentation
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* Fix incorrect URL in PrecisionRecallController docstring
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* Delete redundant risk control notebooks
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* Add link to Thibault Cordier's repository on risk control
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* Add scientific references for regression conformity scores
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* Fix double inference when using `predict_set` function in split conformal classification
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* Add FAQ entry in the documentation about ongoing works to extend MAPIE for LLM control
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* MAPIE now supports Python versions up to the latest release (currently 3.13)
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* Change `prefit` default value to `True` in split methods' docstrings to remain consistent with the implementation
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* Fix issue 699 to replace `TimeSeriesRegressor.partial_fit` with `TimeSeriesRegressor.update`
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* Revert incorrect renaming of calibration to conformalization in risk_control.py
2020

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1.0.1 (2025-05-22)
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