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The query complexity of sampling from strongly log-concave distributions in one dimension

[CGLLR22] Sinho Chewi, Patrik Gerber, Chen Lu, Thibaut Le Gouic, Philippe Rigollet · arXiv 2105.14163

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cs.LG 1

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2026 1

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Query Lower Bounds for Diffusion Sampling

cs.LG · 2026-04-12 · unverdicted · novelty 8.0

Diffusion sampling from d-dimensional distributions requires at least ~sqrt(d) adaptive score queries when score estimates have polynomial accuracy.

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  • Query Lower Bounds for Diffusion Sampling cs.LG · 2026-04-12 · unverdicted · none · ref 5

    Diffusion sampling from d-dimensional distributions requires at least ~sqrt(d) adaptive score queries when score estimates have polynomial accuracy.