274 citations · 389 across the 18 of their papers we have counts for
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stat.ML2023
Chain of Log-Concave Markov Chains
Saeed Saremi, Ji Won Park, Francis Bach
We introduce a theoretical framework for sampling from unnormalized densities based on a smoothing scheme that uses an isotropic Gaussian kernel with a single fixed noise scale. We…
stat.ML2023
Universal Smoothed Score Functions for Generative Modeling
Saeed Saremi, Rupesh Kumar Srivastava, Francis Bach
We consider the problem of generative modeling based on smoothing an unknown density of interest in using factorial kernels with independent Gaussian channels wi…