AAAI Reproducibility

Use this when a draft needs to survive AAAI review on rigor, not just novelty. AAAI-26 required a reproducibility checklist after references, so the checklist must agree with the paper and supplement rather than read as an afterthought.

Reproducibility audit

• Map each central claim to submitted evidence: theorem, table, figure, ablation, appendix item,

checklist answer, or code/data artifact.

• Record seeds, splits, preprocessing, hyperparameters, model selection, early stopping, prompt

selection, and hardware.

• Report variance or uncertainty when stochasticity affects conclusions.
• Document dataset licenses, access constraints, sensitive data, human-subjects issues, and

annotation procedures.

• Separate training compute, inference compute, and experiment search cost.
• Check the reproducibility checklist for contradictions with the main text and supplement.

Common AAAI weaknesses

• Checklist says code/data are available but supplement lacks runnable commands.
• Main results rely on one seed, one benchmark, or one prompt family.
• Baselines are weaker than current open-source or widely cited systems.
• Evaluation uses closed data or APIs with no reproducibility substitute.
• Human evaluation omits annotator instructions or quality control.

Checklist-to-evidence consistency grid

AAAI places the reproducibility checklist after the references, and reviewers cross-check each "yes" against the paper and supplement. A "yes" with no backing artifact reads worse than an honest "no", because it signals the checklist was filled in carelessly.

Reviewer-pushback patterns

• "Checklist says code available but I see only figures." Fix: ship scripts and a one-line driver

before the deadline; do not promise the repository in rebuttal.

• "Results may be seed-dependent." Fix: report multiple seeds with spread, and set the checklist seed

answer to match the supplement exactly.

• "Closed API, not reproducible." Fix: add an open substitute model or release prompts and outputs so

the claim is checkable.

Worked vignette

A vision-language paper checks "code and data available" but the ZIP holds only PDFs of plots. Audit verdict: reproducibility grade "fragile", with a checklist conflict between the "yes" and the missing scripts. The smallest fix is a reproduce.sh that regenerates one headline table from seeds plus a dataset license note, after which the checklist answer becomes truthful and Phase-1 defensible.

Output format

[Reproducibility grade] strong / adequate / fragile / not reviewable
[Checklist conflicts] <answers that contradict paper/supplement>
[Evidence gaps] <claims without submitted verification>
[Compute/data disclosure] complete / incomplete
[Priority fixes] <smallest changes before submission>