519 citations · 2.8k across the 80 of their papers we have counts for
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stat.ML2020★ 9 cited
Fast Mixing of Multi-Scale Langevin Dynamics under the Manifold Hypothesis
Adam Block, Youssef Mroueh, Alexander Rakhlin +1
Recently, the task of image generation has attracted much attention. In particular, the recent empirical successes of the Markov Chain Monte Carlo (MCMC) technique of Langevin Dyna…
stat.ML2020★ 10 cited
Generative Modeling with Denoising Auto-Encoders and Langevin Sampling
Adam Block, Youssef Mroueh, Alexander Rakhlin
We study convergence of a generative modeling method that first estimates the score function of the distribution using Denoising Auto-Encoders (DAE) or Denoising Score Matching (DS…