Occupancy-based Quantile Risk Control
Occupancy-based Quantile Risk Control (OQRC), a novel method that provides tight risk control bounds with finite-sample validity and establishes a finite-sample guarantee showing that OQRC yields tight risk control bounds that converge to the optimal bounds at a provable rate of $\mathcal{O}_ p(n^{-1/2})$.
Zi-Hao Shi, Hua-Jun Xi, Bing-Yi Jing et al.
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