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