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Price of Fairness in Budget Division and Probabilistic Social Choice

AAAI 2020 · Learning theory and algorithms › Submodular and game algorithms · approach: Fair division of indivisible goods · 24 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use CUT instead of NASHNASH · Mallow's, m=10, averagenormalized utilitarian welfare: 0.91 -> 0.97Helped
use CUT instead of NASHNASH · Euclidean, m=10, averagenormalized utilitarian welfare: 0.86 -> 0.92Helped
use CUT instead of PVPV · Mallow's, m=50, averagenormalized utilitarian welfare: 0.78 -> 0.98Helped
use NASH instead of PVPV · Mallow's, m=50, averagenormalized utilitarian welfare: 0.78 -> 0.92Helped
use NASH instead of EGAL or ESES · Impartial Culture, m=10, averagenormalized utilitarian welfare: 0.97 -> 0.97No clear effect
use CUT instead of ES (coordination)ES · Mallow's, m=50, worstnormalized utilitarian welfare: 0.64 -> 0.95Helped
use f(x)=sqrt(x) interpolating rule instead of NASH (log)NASH · worst-case efficiency guarantee (theory)worst-case guaranteeHelped
impose IFS on any ruleutilitarian rule · worst-case welfare (theory)worst-case guarantee: <= 2/sqrt(m) of optimumHurt
impose stronger fairness (core or AFS) instead of only IFSIFS rules · worst-case welfare (theory)worst-case guaranteeNo clear effect
use egalitarian ruleEGAL · worst-case welfare (theory)worst-case guarantee: 1/mHurt
different preference models (Euclidean, IC, Mallow's)all rules · price of fairnessnormalized utilitarian welfareNo clear effect

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