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20152026
most citedNonasymptotic estimates for Stochastic Gradient Langevin Dynamics under local conditions in nonconvex optimization

16 citations · 40 across the 18 of their papers we have counts for

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cs.LG2023★ 1 cited

On diffusion-based generative models and their error bounds: The log-concave case with full convergence estimates

Stefano Bruno, Ying Zhang, Dong-Young Lim +2

We provide full theoretical guarantees for the convergence behaviour of diffusion-based generative models under the assumption of strongly log-concave data distributions while our…