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Multi-Dimensional Matching

Irene Aldridge

arXiv 24 Sep 2026 · Econometrics

arXiv:2609.29958 · PDF · Extracted main text

Abstract

We study a matching mechanism where agents and objects are described by features rather than complete rankings. A single spectral projection reduces the problem to a one-dimensional sort, computable in O(N log N) time. We prove that on descaled features and preferences, our algorithm obtains the exact Nash Social Welfare (NSW) optimum within the projected space, with an unconditional utilitarian-welfare guarantee and a conditional NSW guarantee. The proposed mechanism is stable against exogenous noise but not strategy-proof; we provide an explicit profitable misreport. On an agentic AI shopping application, the diagnostics correctly anticipate both a success and a failure case. A 100-instance robustness study confirms the findings.

Citation extraction

45
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68
in-text mentions
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distinct cited
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7,785
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Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
1Chawla, Shuchi and Hartline, Jason D. and Malec, David L. and Sivan,… (2010) Multi-Parameter Mechanism Design and Sequential Posted Pricing0.92843100%
2Cole, Richard and Gkatzelis, Vasilis (2018) Approximating the Nash Social Welfare with Indivisible Items0.84333100%
3Zhou, Lin (1990) On a Conjecture by Gale about One-Sided Matching Problems0.84333100%
4Abebe, Rediet and Cole, Richard and Gkatzelis, Vasilis and Hartline,… (2020) A Truthful Cardinal Mechanism for One-Sided Matching0.81142100%
5Devanur, Nikhil R. and Hartline, Jason D. and Yan, Qiqi (2015) Envy Freedom and Prior-Free Mechanism Design0.73732100%
6Hylland, Aanund and Zeckhauser, Richard (1979) The Efficient Allocation of Individuals to Positions0.73732100%
7Abdulkadiro glu, Atila and Sönmez, Tayfun (1998) Random Serial Dictatorship and the Core from Random Endowments in House Allocation Problems0.64422100%
8Eckart, Carl and Young, Gale (1936) The Approximation of One Matrix by Another of Lower Rank0.64422100%
9Gale, D. and Shapley, L. S (1962) College Admissions and the Stability of Marriage0.64422100%
10Golub, G. H. and Reinsch, C (1970) Singular Value Decomposition and Least Squares Solutions0.64422100%

Showing the top 10 of 45 scored citations.