MLE-based pairwise ranking systems exhibit a sharp phase-transition vulnerability where limited strategic perturbations can substantially alter global rankings.
arXiv preprint arXiv:2305.01860 , year=
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Ranking Abuse via Strategic Pairwise Data Perturbations
MLE-based pairwise ranking systems exhibit a sharp phase-transition vulnerability where limited strategic perturbations can substantially alter global rankings.