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feat: Add new callback clbk("mlr3tuning.one_se_rule") that selects the the hyperparameter configuration with the smallest feature set within one standard error of the best.
feat: Add new stages on_tuning_result_begin and on_result_begin to CallbackAsyncTuning and CallbackBatchTuning.
refactor: Rename stage on_result to on_result_end in CallbackAsyncTuning and CallbackBatchTuning.
docs: Extend the CallbackAsyncTuning and CallbackBatchTuning documentation.