RRISE: Surrogate estimator improves randomized smoothing certification

Arxiv CS.LG (machine learning)

The paper introduces RRISE, a surrogate estimator that reduces Monte Carlo sampling overhead for robustness certificates. It achieves comparable accuracy with significantly fewer samples.

robustness

Arxiv CS.LG (machine learning)·Jong-Ik ParkShreyas ChaudhariCarlee Joe-WongJos\'e M. F. Moura

8 days ago