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cs.AI2025
Learning Neural Strategy-Proof Matching Mechanism from Examples
Ryota Maruo, Koh Takeuchi, Hisashi Kashima
Designing two-sided matching mechanisms is challenging when practical demands for matching outcomes are difficult to formalize and the designed mechanism must satisfy theoretical c…
cs.AI2025
Learning Fair and Preferable Allocations through Neural Network
Ryota Maruo, Koh Takeuchi, Hisashi Kashima
The fair allocation of indivisible resources is a fundamental problem. Existing research has developed various allocation mechanisms or algorithms to satisfy different fairness not…