RRISE trains a surrogate against precomputed MC targets and uses conformal calibration to deliver certified radii matching fixed-budget MC accuracy within 0.84 points while using one forward pass instead of up to 10^4 evaluations.
arXiv preprint arXiv:2402.07498 , year=
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RRISE: Robust Radius Inference via a Surrogate Estimator
RRISE trains a surrogate against precomputed MC targets and uses conformal calibration to deliver certified radii matching fixed-budget MC accuracy within 0.84 points while using one forward pass instead of up to 10^4 evaluations.