技能 数据科学 推荐系统项目流程规划

推荐系统项目流程规划

v20260724
recsys-workflow
本技能为推荐系统(RecSys)的学术项目提供完整的项目管理流程规划。它指导用户从项目初期构思、数据锁定到最终的论文提交、匿名仓库管理、反驳撰写和最终定稿,提供了详尽的后向时间规划和关键风险点提醒,确保科研工作的系统性管理。
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概览

RecSys Workflow

Use this as the project-management skill for a RecSys submission. Replace all dates with the current official timetable and work backwards from the submission-system cutoffs.

RecSys 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: Joseph A. Konstan, George Karypis, Gediminas Adomavicius; Program Chairs: Minmin Chen, Bart Goethals, Martijn Willemsen — verified 2026-07-09), and the cost model is registration fees, with proceedings in the ACM Digital Library. Chairs rotate yearly, so re-check the current committees page rather than carrying a name forward.

Per-track dates are not the same

The 2026 cycle ran several tracks on different timetables — do not assume the Main Track dates apply to your track.

Track (2026, AoE) Abstract Paper Notification Camera-ready
Main (long/short/PPF) Apr 14 Apr 21 Jul 9 待核实
Reproducibility Apr 28 May 5 Jul 9 Jul 27
Industry (site Mar 2) May 21 Jul 9 Jul 27
Resource / Dataset Apr 28 May 5 Jul 9 待核实
R&P Notes / Demos Jul 15

The Main-Track rebuttal window was June 4-9, 2026. Anchor every one of these to the current CFP; they are historical anchors, not permanent rules.

Milestones

  • Venue fit: confirm the contribution is genuinely a recommendation result (see recsys-topic-selection).
  • Evidence lock: freeze datasets, the split protocol, tuned baselines, seeds, ablations, and the anonymous repository contents.
  • Abstract deadline: submit real title, abstract, authors, and topic areas.
  • Paper deadline: upload the anonymous PDF, the in-paper anonymous repository link, and required fields.
  • Rebuttal: draft a concise anonymous narrative on the central evaluation objection.
  • Decision: archive reviews, rebuttal, and the submitted version.
  • Acceptance: prepare the ACM camera-ready, rights form, registration, presentation, and the public artifact release.

Backward plan from the paper deadline

Weeks out (heuristic) Offline-evaluation recommender milestone
8+ Datasets, versions, and split protocol frozen
6 Baselines tuned under an equal budget; grids logged
4 Ablations and the off-policy/simulator bridge complete, seeds logged
3 Full draft in the ACM two-column template
2 Internal mock review by a reproducibility-minded reader
1 Anonymity sweep; anonymous repository builds on a clean machine
0 Abstract then full paper on the submission system

These offsets are planning heuristics only — anchor them to the current official timetable.

Failure modes by stage

  • Baselines still on default configs at week 3 forces an unfair-comparison reject in the making.
  • Leaving template conversion to the final week surfaces two-column overflow late.
  • Skipping the mock review forfeits the only chance to hear "this split leaks the future" from a friend instead of a reviewer.
  • Building the anonymous repository under deadline pressure is how commit-author leaks ship.

Coordination notes

  • Assign one owner for the tuning-and-seeds protocol and another for the anonymity sweep.
  • Archive the exact submitted PDF and repository state, since the rebuttal must quote them.

Output format

[Current stage] idea / experiments / writing / abstract / submission / rebuttal / accepted
[Track + next deadline] <track> - <date and source, or unknown>
[Critical path] <three tasks that determine readiness>
[Risk register] <baseline tuning / split / anonymity / repository / presentation>
[Owner map] <task -> person or role>
信息
Category 数据科学
Name recsys-workflow
版本 v20260724
大小 4.07KB
更新时间 2026-07-29
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