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Jia-Ming Liang

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Preprint Nov 2026

Subpolynomial-Query Proximal Sampling Beyond Log-Concavity

This work implements its observation chain using the high-order noisy conditional sampler of [OpenAI 2026], obtaining improved dimension dependence under functional inequalities and obtaining a corresponding guarantee from a warm start with a known bound on its R\'enyi divergence.

Wei Guo, Bo Yuan, Ye He et al. · 0 citations

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