Rasa Hosseinzadeh

activity

20202026

most citedExposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models

21 citations · 54 across the 17 of their papers we have counts for

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Showing 2020Show all

2 papers · 1 filter

stat.ML2020★ 2 cited

Convergence of Langevin Monte Carlo in Chi-Squared and Renyi Divergence

Murat A. Erdogdu, Rasa Hosseinzadeh, Matthew S. Zhang

We study sampling from a target distribution $ν_{*} = e^{- f}$ using the unadjusted Langevin Monte Carlo (LMC) algorithm when the potential $f$ satisfies a strong dissipativity condit…

stat.ML2020★ 20 cited

On the Convergence of Langevin Monte Carlo: The Interplay between Tail Growth and Smoothness

Murat A. Erdogdu, Rasa Hosseinzadeh

We study sampling from a target distribution $ν_{*} = e^{- f}$ using the unadjusted Langevin Monte Carlo (LMC) algorithm. For any potential function $f$ whose tails behave like ${\|…