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stat.ME2023
Transductive conformal inference with adaptive scores
Ulysse Gazin, Gilles Blanchard, Etienne Roquain
Conformal inference is a fundamental and versatile tool that provides distribution-free guarantees for many machine learning tasks. We consider the transductive setting, where deci…
math.ST2023
False discovery proportion envelopes with m-consistency
Iqraa Meah, Gilles Blanchard, Etienne Roquain
We provide new non-asymptotic false discovery proportion (FDP) confidence envelopes in several multiple testing settings relevant for modern high dimensional-data methods. We revis…