2026-04-27-rethinking-diffusion-langevin

[scraed]

OpenReview Submission Thread

Checklist before opening a PR

• I am opening a pull request against the main branch of the 2026 repo.

• My post and all associated references to it are all lowercase, i.e

    2026-04-27-Sample-Test.md               -> 2026-04-27-sample-test.md
    assets/img/2026-04-27-Sample-Test/ 	-> assets/img/2026-04-27-sample-test/
  

• The title of my PR is exactly the name of my markdown file

  • i.e. _posts/2026-04-27-[submission-name].md would require a PR name 2026-04-27-[submission-name]

• I have anonymized my post: my author's list is Anonymous, and there is no potential
  content which can reveal my/my collaborators identities.

• My post matches the formatting requirements, including (but not limited to):

  • I have ONLY MODIFIED files in the following locations (failure to do so will result in
    your PR automatically being closed!):
    • a Markdown (or HTML) file in _posts/ with the format _posts/2026-04-27-[submission-name].md (or .html)
    • static image assets added to assets/img/2026-04-27-[submission-name]/
    • interactive HTML figures added to assets/html/2026-04-27-[submission-name]/
    • citations in a bibtex file in assets/bibliography/2026-04-27-[submission-name].bib
  • I have a short 2-3 sentence abstract in the description field of my front-matter
  • I have a table of contents, formatted using the toc field of my front-matter
  • My bibliography is correctly formatted, using a .bibtex file as per the sample post

Any other comments

[github-actions]

⚠️ We have detected a problem with your submission! ⚠️

Your PR title does not match the slug template, which is <2026-dd-dd-.+>. Also, you can only add/change/remove files related to your post, i.e. files that match one of these patterns: <_posts/SLUG.md, assets/img/SLUG/..., assets/html/SLUG/..., assets/bibliography/SLUG.bib>. But we found that you changed the following: <_posts/2026-04-27-rethinking-diffusion-langevin.md & assets/img/2026-04-27-rethinking-diffusion-langevin/FastestDiffusionTheory_08_v2.PNG & assets/img/2026-04-27-rethinking-diffusion-langevin/FastestDiffusionTheory_09_v2.PNG>. Also, make sure your PR's title (fix-typo-in-the-blogpost) matches your post's slug!

Please make the aforementioned changes and re-submit :)