技能 效率工具 AISTATS论文投稿全流程规划

AISTATS论文投稿全流程规划

v20260724
aistats-workflow
本技能旨在为用户规划顶级学术会议(如AISTATS)论文投稿的完整项目时间线。它覆盖了从选题确认、证据锁定、摘要提交到论文接收及最终发表的全过程,提供详细的倒推计划和关键风险点提醒,帮助作者管理整个学术研究周期。
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概览

AISTATS Workflow

Use this as the project-management skill for an AISTATS submission. Replace all dates with the current official timetable and work backwards from OpenReview cutoffs.

AISTATS is a conference, not a journal: it has no standing editor-in-chief and no article-processing charge. The rotating leadership is the per-edition General Chairs and Program Chairs (2026 General Chairs: Emtiyaz Khan and Yingzhen Li; Program Chairs: Arno Solin and Aaditya Ramdas, verified 2026-06-22), and the cost model is registration fees, not APCs — PMLR proceedings are open-access with no author fee. Conference organizers rotate yearly, so re-check the current CFP and organization page rather than carrying a name forward.

Milestones

  • Venue fit: confirm the contribution is genuinely at the AI, ML, and statistics interface.
  • Evidence lock: freeze theorem statements, assumptions, experiments, simulations, baselines, reproducibility checklist, and supplement contents.
  • Abstract deadline: submit real title, abstract, authors, subject areas, and conflicts.
  • Full-paper deadline: upload anonymous PDF and required OpenReview fields.
  • Supplement deadline: upload anonymized appendix/code/data if current cycle allows or requires separate supplementary material.
  • Review release: triage correctness, statistical validity, novelty, clarity, and reproducibility concerns.
  • Discussion period: draft concise anonymous text-only clarifications; avoid forbidden links or unsupported new results.
  • Decision: archive reviews, discussion, meta-review, decision, and submitted versions.
  • Acceptance: prepare PMLR camera-ready files, registration, in-person presentation, and public artifact release.

Backward plan from the paper deadline

Weeks out (heuristic) Theory-plus-experiments milestone
8+ Theorems proved, assumption set frozen
6 Simulations designed against each theorem
4 Real-data runs complete, seeds logged
3 Full draft sitting in AISTATS two-column format
2 Internal mock review by a statistics-minded reader
1 Checklist pass, anonymity sweep, supplement assembly
0 Abstract then full paper on OpenReview; supplement by its own cutoff

These offsets are planning heuristics only — anchor every one of them to the current official timetable, never to a previous cycle's calendar.

Failure modes by stage

  • Theory still moving at week 3 forces last-minute theorem edits nobody has verified — the classic AISTATS correctness reject in the making.
  • Leaving format conversion to the final week surfaces overflow late, because two-column math is far tighter than a one-column working draft.
  • Skipping the mock review forfeits the only chance to hear "your experiments violate Assumption 2" from a friend instead of a reviewer.
  • Building the supplement after the paper deadline under time pressure is how anonymity leaks ship.

Coordination notes

  • Assign one named owner for the reproducibility checklist and another for the anonymity sweep; shared ownership is how both slip.
  • Archive the exact submitted PDF, supplement, and checklist, since discussion-phase replies must quote them precisely.

Output format

[Current stage] idea / experiments / writing / abstract / submission / supplement / discussion / accepted
[Next official deadline] <date and source, or unknown>
[Critical path] <three tasks that determine readiness>
[Risk register] <page/anonymity/statistical evidence/supplement/reproducibility/presentation>
[Owner map] <task -> person or role>
信息
Category 效率工具
Name aistats-workflow
版本 v20260724
大小 3.88KB
更新时间 2026-07-28
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