Research map / Learning theory and algorithms / Submodular and game algorithms
Price of Fairness in Budget Division and Probabilistic Social Choice
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use CUT instead of NASH | NASH · Mallow's, m=10, average | normalized utilitarian welfare: 0.91 -> 0.97 | Helped |
| use CUT instead of NASH | NASH · Euclidean, m=10, average | normalized utilitarian welfare: 0.86 -> 0.92 | Helped |
| use CUT instead of PV | PV · Mallow's, m=50, average | normalized utilitarian welfare: 0.78 -> 0.98 | Helped |
| use NASH instead of PV | PV · Mallow's, m=50, average | normalized utilitarian welfare: 0.78 -> 0.92 | Helped |
| use NASH instead of EGAL or ES | ES · Impartial Culture, m=10, average | normalized utilitarian welfare: 0.97 -> 0.97 | No clear effect |
| use CUT instead of ES (coordination) | ES · Mallow's, m=50, worst | normalized utilitarian welfare: 0.64 -> 0.95 | Helped |
| use f(x)=sqrt(x) interpolating rule instead of NASH (log) | NASH · worst-case efficiency guarantee (theory) | worst-case guarantee | Helped |
| impose IFS on any rule | utilitarian rule · worst-case welfare (theory) | worst-case guarantee: <= 2/sqrt(m) of optimum | Hurt |
| impose stronger fairness (core or AFS) instead of only IFS | IFS rules · worst-case welfare (theory) | worst-case guarantee | No clear effect |
| use egalitarian rule | EGAL · worst-case welfare (theory) | worst-case guarantee: 1/m | Hurt |
| different preference models (Euclidean, IC, Mallow's) | all rules · price of fairness | normalized utilitarian welfare | No clear effect |
Closest papers by meaning
- Project-Fair and Truthful Mechanisms for Budget Aggregation (AAAI 2024 · similarity 0.88)
- Reducing Leximin Fairness to Utilitarian Optimization (AAAI 2025 · similarity 0.88)
- Fair Division with Social Impact (AAAI 2025 · similarity 0.87)
- The (Exact) Price of Cardinality for Indivisible Goods: A Parametric Perspective (AAAI 2025 · similarity 0.87)
- On Optimal Tradeoffs between EFX and Nash Welfare (AAAI 2024 · similarity 0.87)
- Fair Lotteries for Participatory Budgeting (AAAI 2024 · similarity 0.87)
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