On the expected size of conformal prediction sets

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...

書目詳細資料
Main Authors:	Dhillon, GS, Deligiannidis, G, Rainforth, T
格式:	Conference item
語言:	English
出版:	Journal of Machine Learning Research 2023

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