Skills Productivity AISTATS Submission Readiness Audit

AISTATS Submission Readiness Audit

v20260724
aistats-submission
This comprehensive guide provides authors with a detailed audit checklist for preparing submissions for major AI conferences like AISTATS. It covers critical pre-submission requirements, including maintaining double-blind anonymity, adhering to strict page limits, managing OpenReview details, and ensuring reproducibility. Use this checklist before the abstract or full-paper deadline to mitigate desk-reject risks.
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Overview

AISTATS Submission

Use this for an AISTATS paper submission audit. Reopen the current Call for Papers, OpenReview group, style files, FAQ, and proceedings instructions before giving deadline-ready advice.

Submission audit

  • Confirm the target is the main AISTATS conference, not a workshop or tutorial.
  • Verify OpenReview profiles, conflicts, subject areas, title, abstract, author list, and reviewer-volunteer obligations before the abstract and full-paper deadlines.
  • Apply the current style file without spacing, margin, font, or bibliography hacks. AISTATS 2026 used 8 pages of main text for submission, excluding references and appendices.
  • Submit supplementary material by the current supplement deadline. In 2026 this was a separate deadline after the main paper deadline, and supplementary uploads were optional but had to remain anonymous.
  • Include or complete the reproducibility checklist if the current cycle requires it.
  • Enforce double-blind anonymity in paper text, appendix, supplement, code/data, file names, metadata, repository links, acknowledgements, grants, and self-citations.
  • Check concurrent-submission rules and prior-publication status. Do not put the same work under review at another archival venue when AISTATS forbids it.

Blocking risks

  • Late abstract or full-paper upload.
  • Overlength main text or modified style.
  • Non-anonymized supplement, metadata, repository, or appendix.
  • Missing reproducibility checklist or required OpenReview fields.
  • Dual submission to another archival venue.
  • Unclear statistical evidence, weak baselines, or missing uncertainty analysis.

Desk-reject and triage table

Trigger Severity at AISTATS Repair window
Overlength main text Desk reject None after the deadline
Style-file tampering Desk reject or chair flag None
Identity leak in PDF or supplement Desk reject None
Checklist contradicting the paper Review-stage damage Only before the deadline
Theorem assumptions absent from the body Review-stage damage Fixable in the writing pass

Final-week sequence for a theory-plus-experiments paper

  1. Freeze theorem statements and renumber assumptions; reviewers cross-reference labels.
  2. Regenerate every figure from seeded scripts so supplement and PDF cannot diverge.
  3. Fill the checklist against what the paper actually contains, not what is planned.
  4. Strip PDF metadata, notebook authorship fields, and repository owner strings.
  5. Confirm the OpenReview abstract matches the PDF abstract word for word.

Format anchors

  • AISTATS uses a two-column PMLR-style layout; display equations and algorithm blocks that fit a one-column draft routinely overflow, so compress math early rather than on deadline night.
  • The page counts cited above describe the 2026 cycle; treat every number as provisional and recheck the current Call for Papers before relying on it.

Output format

[AISTATS readiness] Ready / Needs fixes / Not ready
[Blocking checks] <OpenReview/page/anonymity/supplement/reproducibility/dual-submission>
[Statistical-evidence risk] <one issue>
[Desk-reject risk] <one issue>
[Fix order] <ordered fixes before submission>
Info
Category Productivity
Name aistats-submission
Version v20260724
Size 3.52KB
Updated At 2026-07-28
Language