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Home/Authors/Xinwu Qian

Xinwu Qian

1 indexed paper

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1
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Publications per year

1
26

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ML×1

Frequent co-authors

Jingyi Chen1×
Xinyuan Zhang1×

Research Timeline

2026
Neural Certificate Pricing for Combinatorial Optimization Problems

This paper introduces Neural Certificate Pricing (NCP), an unsupervised learning framework that exploits the asymmetry between certifiable discrete structures and structural feasibility in combinatorial optimization problems.

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Papers

cs.LGEmpiricalRecentJul 1, 2026

Neural Certificate Pricing for Combinatorial Optimization Problems

Jingyi Chen, Xinyuan Zhang, Xinwu Qian

This paper introduces Neural Certificate Pricing (NCP), an unsupervised learning framework that exploits the asymmetry between certifiable discrete structures and structural feasibility in combinatori…

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