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...

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Dades bibliogràfiques
Autors principals:	Dhillon, GS, Deligiannidis, G, Rainforth, T
Format:	Conference item
Idioma:	English
Publicat:	Journal of Machine Learning Research 2023

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