S. Garatti

Preferential compression risk bounds can achieve the optimal $O(1/\sqrt{N})$ convergence rate, shedding the previously unavoidable logarithmic factor.

Naively applying standard robustness techniques to multi-criteria decision making yields overly conservative results; this paper offers a tighter analysis that unlocks more practical solutions.