A neural menu-generation framework produces strategy-proof assignments in constrained matching markets by trading off envy and waste through differentiable optimization.
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ER-k and NW-k relaxations of fairness and non-wastefulness are always compatible under hereditary constraints, with two equivalent polynomial-time algorithms to compute such matchings.
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MenuNet: A Strategy-Proof Mechanism for Matching Markets
A neural menu-generation framework produces strategy-proof assignments in constrained matching markets by trading off envy and waste through differentiable optimization.