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Home/Authors/Seng Pei Liew

Seng Pei Liew

1 indexed paper

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Publications per year

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26

Top categories

Stats ML×1Crypto×1ML×1

Frequent co-authors

Shokichi Takakura1×
Satoshi Hasegawa1×

Research Timeline

2026
Differentially Private Sampling from Distributions via Wasserstein Projection

This paper introduces a novel framework for differentially private sampling by using the Wasserstein distance as the utility measure, proposing the Wasserstein Projection Mechanism (WPM) to address limitations of density ratio-based methods.

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Papers

stat.MLcs.CRcs.LGRecentMay 11, 2026

Differentially Private Sampling from Distributions via Wasserstein Projection

Shokichi Takakura, Seng Pei Liew, Satoshi Hasegawa

This paper introduces a novel framework for differentially private sampling by using the Wasserstein distance as the utility measure, proposing the Wasserstein Projection Mechanism (WPM) to address li…

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