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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Podrobná bibliografie
Hlavní autoři: Dhillon, GS, Deligiannidis, G, Rainforth, T
Médium: Conference item
Jazyk:English
Vydáno: Journal of Machine Learning Research 2023

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