On the expected size of conformal prediction sets
While conformal predictors reap the benefits of rigorous statistical guarantees on their error frequency, the size of their corresponding prediction sets is critical to their practical utility. Unfortunately, there is currently a lack of finite-sample analysis and guarantees for their prediction set...
Главные авторы: | , , |
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Формат: | Conference item |
Язык: | English |
Опубликовано: |
Journal of Machine Learning Research
2023
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