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Dividing Good and Better Items Among Agents with Bivalued Submodular Valuations

arXiv 2302.03087 ↗First posted 6 Feb 2023cs.GT cs.AIcited by 0

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Abstract (arXiv)

We study the problem of fairly allocating a set of indivisible goods among agents with em bivalued submodular valuations -- each good provides a marginal gain of either a or b (a < b) and goods have decreasing marginal gains. This is a natural generalization of two well-studied valuation classes -- bivalued additive valuations and binary submodular valuations. We present a simple sequential algorithmic framework, based on the recently introduced Yankee Swap mechanism, that can be adapted to compute a variety of solution concepts, including max Nash welfare (MNW), leximin and p-mean welfare maximizing allocations when a divides b. This result is complemented by an existing result on the computational intractability of MNW and leximin allocations when a does not divide b. We show that MNW and leximin allocations guarantee each agent at least frac25 and fracab+2a of their maximin share, respectively, when a divides b. We also show that neither the leximin nor the MNW allocation is guaranteed to be envy free up to one good (EF1). This is surprising since for the simpler classes of bivalued additive valuations and binary submodular valuations, MNW allocations are known to be envy free up to any good (EFX).

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 16 of its 31 references that are in the map. First posted on arXiv 6 Feb 2023.

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16 of 31 references.

References · 16

  1. 2018Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Makingcited by 46
  2. 2017Almost Envy-Freeness with General Valuationscited by 22
  3. 2021An Axiomatic Theory of Provably-Fair Welfare-Centric Machine Learningcited by 18
  4. 2020Maximum Nash Welfare and Other Stories About EFXcited by 12
  5. 2020Fair and Truthful Mechanisms for Dichotomous Valuationscited by 12
  6. 2017Fair Allocation of Indivisible Goods: Improvement and Generalizationcited by 9
  7. 2020Tight Approximation Algorithms for p-Mean Welfare Under Subadditive Valuationscited by 8
  8. 2019Weighted Envy-Freeness in Indivisible Item Allocationcited by 7
  9. 2020Finding Fair and Efficient Allocations When Valuations Don't Add Upcited by 5
  10. 2022Algorithmic Fair Allocation of Indivisible Items: A Survey and New Questionscited by 5
  11. 2020Existence and Computation of Maximin Fair Allocations Under Matroid-Rank Valuationscited by 4
  12. 2021Maximizing Nash Social Welfare in 2-Value Instancescited by 4
4 more
  1. 2021Truthful and Fair Mechanisms for Matroid-Rank Valuationscited by 4
  2. 2021Fair and Efficient Allocations of Chores under Bivalued Preferencescited by 4
  3. 2021How to Fairly Allocate Easy and Difficult Chorescited by 3
  4. 2022Yankee Swap: a Fast and Simple Fair Allocation Mechanism for Matroid Rank Valuationscited by 3

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