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most citedMinimax Optimality of Score-based Diffusion Models: Beyond the Density Lower Bound Assumptions

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cs.DS2026

Smoothed Score Queries and the Complexity of Sampling

Jingbo Liu

We study the query complexity of sampling from high-dimensional Gaussian distributions using gradient information. In the standard oracle model, exact gradients expose only matrix-…