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Author

Genta Okada

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Jul 2026

Learning Optimal Dynamic Matching via Graph Neural Networks

The results show that residual-graph value learning yields state-dependent dynamic matching policies that adapt to realized connectivity and exit information.

Genta Okada, Shunya Noda, Junpei Komiyama et al. · 0 citations

No Screening is More Efficient with Multiple Objects

We study the welfare-maximizing allocation of heterogeneous objects when screening uses costly effort rather than monetary transfers. No-screening mechanisms perform well as object variety increases. In a symmetric continuous market with i.i.d. values whose CDF is log-concave, the multidimensional problem reduces exact...

Shunya Noda, Genta Okada · 0 citations

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