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stat.ML2024★ 2 cited
Length Optimization in Conformal Prediction
Shayan Kiyani, George Pappas, Hamed Hassani
Conditional validity and length efficiency are two crucial aspects of conformal prediction (CP). Conditional validity ensures accurate uncertainty quantification for data subpopula…
cs.LG2024★ 1 cited
Conformal Prediction with Learned Features
Shayan Kiyani, George Pappas, Hamed Hassani
In this paper, we focus on the problem of conformal prediction with conditional guarantees. Prior work has shown that it is impossible to construct nontrivial prediction sets with…