Agent SkillsNeverSight/learn-skills.dev › camera-ready-finalizer

camera-ready-finalizer

GitHub

用于将已接受的AI/ML论文整理为最终提交版本,处理去匿名化、整合审稿承诺、同步图表参考文献及一致性检查,确保符合会议格式要求。

data/skills-md/a-green-hand-jack/ml-research-skills/camera-ready-finalizer/SKILL.md NeverSight/learn-skills.dev

Trigger Scenarios

论文被接受后准备最终版 执行去匿名化和添加致谢 整合反驳实验或审稿人要求的修改 最终一致性检查和格式合规

Install

npx skills add NeverSight/learn-skills.dev --skill camera-ready-finalizer -g -y
More Options

Non-standard path

npx skills add https://github.com/NeverSight/learn-skills.dev/tree/main/data/skills-md/a-green-hand-jack/ml-research-skills/camera-ready-finalizer -g -y

Use without installing

npx skills use NeverSight/learn-skills.dev@camera-ready-finalizer

指定 Agent (Claude Code)

npx skills add NeverSight/learn-skills.dev --skill camera-ready-finalizer -a claude-code -g -y

安装 repo 全部 skill

npx skills add NeverSight/learn-skills.dev --all -g -y

预览 repo 内 skill

npx skills add NeverSight/learn-skills.dev --list

SKILL.md

Frontmatter
{
    "name": "camera-ready-finalizer",
    "description": "Finalize an accepted ML or AI paper for camera-ready submission after reviews, rebuttal, and acceptance. Use this skill whenever the user has an accepted paper, camera-ready deadline, final revision, acceptance email, meta-review, rebuttal promises, author-response commitments, de-anonymization tasks, supplement updates, code links, acknowledgements, final LaTeX checks, or needs to ensure the accepted paper's claims, figures, references, and artifacts are consistent before final submission.",
    "allowed-tools": "Read, Write, Edit, Bash, Glob, WebSearch, WebFetch",
    "argument-hint": "[paper-dir] [--venue <venue>] [--mode audit|finalize|check|handoff]"
}

Camera-Ready Finalizer

Finalize an accepted paper so the submitted camera-ready version is consistent, de-anonymized, claim-safe, and ready to hand off to code release or artifact evaluation.

Use this skill when:

  • a paper has been accepted and the user needs the camera-ready version
  • author-response or discussion promises must be checked against the final PDF
  • anonymized submission text must become final author-facing text
  • acknowledgements, author metadata, code links, project pages, or funding statements must be added
  • final figures, tables, captions, appendix, supplement, and references must be synchronized
  • new rebuttal experiments or reviewer-requested edits must be integrated cleanly
  • the paper needs a final claim/evidence/citation/code-release consistency pass before upload

Do not use this skill for pre-submission readiness. Use submit-paper before initial submission. Use rebuttal-strategist while reviews are still active. Use release-code for the public code repository after paper-facing obligations are clear.

Pair this skill with:

  • rebuttal-strategist to recover reviewer issues, response promises, and promised revisions
  • paper-evidence-board to close final claim/evidence/risk/action links
  • figure-results-review to recheck final figures, captions, and tables after edits
  • citation-audit for final BibTeX, citation, label, and metadata correctness
  • citation-coverage-audit when accepted-paper edits reveal missing related work
  • conference-writing-adapter for final wording of accepted reviewer criticism or limitations
  • submit-paper for final format and compile checks
  • release-code and artifact-evaluation-prep for public code and artifact handoff
  • add-git-tag when marking the accepted/camera-ready milestone
  • research-project-memory when final paper status should persist across sessions

Skill Directory Layout

<installed-skill-dir>/
├── SKILL.md
└── references/
    ├── claim-evidence-final-lock.md
    ├── de-anonymization.md
    ├── final-submission-audit.md
    ├── memory-writeback.md
    ├── rebuttal-promise-audit.md
    ├── release-handoff.md
    ├── report-template.md
    └── supplement-consistency.md

Progressive Loading

  • Always read references/rebuttal-promise-audit.md, references/de-anonymization.md, references/claim-evidence-final-lock.md, and references/final-submission-audit.md.
  • Read references/supplement-consistency.md when appendix, supplement, checklist, or extra material exists.
  • Read references/release-handoff.md when code, project page, artifact, data, checkpoints, or reproduction links are involved.
  • Read references/report-template.md before writing the final report.
  • Read references/memory-writeback.md when the project has memory/, component .agent/ folders, or the user asks for persistent memory.
  • If venue-specific camera-ready rules matter, verify current official venue instructions before making hard claims about page limits, required sections, licenses, checklists, or upload fields.

Core Principles

  • Camera-ready is a consistency and obligation closeout, not a new paper rewrite.
  • Every rebuttal promise should be either fulfilled, explicitly superseded, or documented as not applicable.
  • De-anonymization must be complete but should not introduce new claims or unsupported links.
  • Final claims must match final evidence, figures, tables, supplement, and code.
  • New post-acceptance edits should reduce risk, not reopen novelty or evaluation disputes.
  • The main paper, appendix, supplement, metadata, and code links must tell the same story.
  • The final output should leave a clear handoff to release, artifact evaluation, tagging, and archival memory.

Step 1 - Recover Acceptance Context

Collect:

  • paper directory and main LaTeX file
  • target venue and camera-ready deadline
  • acceptance email, meta-review, reviews, discussion, and author responses
  • rebuttal promise list, if available
  • current accepted draft and current camera-ready draft
  • final figures, tables, supplement, appendix, checklist, and bibliography
  • author list, affiliations, acknowledgements, funding, project/code/data links
  • code release or artifact expectations
  • project memory IDs such as CLM-###, EVD-###, RSK-###, ACT-###, REV-###, or PROM-###

If no promise list exists, create one from reviews, rebuttal, and discussion before editing the paper.

Step 2 - Audit Rebuttal Promises

Read references/rebuttal-promise-audit.md.

Build a promise ledger:

  • reviewer/source
  • promise or implied commitment
  • required paper change
  • current status
  • location in final draft
  • evidence or artifact link
  • risk if omitted

Statuses:

  • fulfilled
  • partially-fulfilled
  • superseded
  • not-applicable
  • missing
  • needs-author-decision

Do not silently drop a promise because it is inconvenient. If a promise cannot be fulfilled, mark the risk and draft a conservative note or limitation if needed.

Step 3 - De-Anonymize and Restore Final Metadata

Read references/de-anonymization.md.

Check:

  • author names, order, affiliations, emails, and footnotes
  • acknowledgements, funding, compute grants, institutional resources
  • code, data, project page, model, and appendix links
  • self-citations and anonymized references
  • removed anonymity placeholders
  • PDF metadata and artifact metadata where applicable
  • license, copyright, and publisher-specific final metadata if required

Do not invent funding, affiliation, or author-order details. Ask the user if a required personal/institutional detail is missing.

Step 4 - Lock Claims Against Final Evidence

Read references/claim-evidence-final-lock.md.

For each main claim:

  • final paper location
  • supporting figure/table/theorem/experiment/citation
  • final status: supported, narrowed, moved-to-appendix, limitation, or cut
  • whether new rebuttal experiments changed the claim
  • whether captions and result prose match final numbers
  • whether supplement and code agree with the paper

If a claim is unsupported, either narrow it, move it to limitations/future work, or cut it.

Step 5 - Check Supplement and Appendix Consistency

Read references/supplement-consistency.md when relevant.

Check:

  • main paper references to appendix/supplement resolve
  • appendix numbering, figure/table labels, and cross-references are correct
  • supplement claims do not contradict the main paper
  • extra experiments are summarized consistently
  • reviewer-requested details are easy to find
  • checklists, ethics, limitations, broader impacts, and reproducibility sections match final venue requirements

Step 6 - Run Final Submission Audit

Read references/final-submission-audit.md.

Check:

  • venue camera-ready instructions and upload requirements
  • page limits and final formatting
  • compile status and final PDF sanity
  • bibliography and metadata
  • labels, references, figures, tables, algorithms, equations, and appendices
  • stale TODOs, comments, draft macros, anonymization text, or hidden placeholders
  • final title, abstract, author metadata, and PDF filename
  • final link reachability if links are included

Use citation-audit and submit-paper for detailed checks when needed.

Step 7 - Prepare Release and Artifact Handoff

Read references/release-handoff.md when relevant.

Produce handoff items for:

  • release-code: repository visibility, README, license, citation file, tag, model/data links, reproduction commands
  • artifact-evaluation-prep: install instructions, expected runtime, minimal demo, hardware, checkpoints, data, troubleshooting
  • add-git-tag: accepted/camera-ready milestone summary
  • project memory closeout

Keep paper finalization separate from code release, but make obligations explicit.

Step 8 - Write the Camera-Ready Report

Read references/report-template.md.

If saving to a project and no path is given, use:

docs/submission/camera_ready_audit_YYYY-MM-DD_<venue>.md

The report must include:

  • readiness decision
  • blocking issues
  • promise ledger
  • de-anonymization status
  • final claim/evidence lock
  • supplement/appendix consistency
  • final submission audit
  • release/artifact handoff
  • memory update section

Step 9 - Write Back to Project Memory

Read references/memory-writeback.md when memory exists.

Update:

  • memory/decision-log.md: acceptance and camera-ready decisions
  • memory/claim-board.md: final claim status
  • memory/evidence-board.md: final paper-ready evidence and artifact links
  • memory/risk-board.md: any residual accepted risks
  • memory/action-board.md: final blockers, release tasks, artifact tasks, and tag tasks
  • paper/.agent/: camera-ready status, final metadata, final PDF path, final upload notes
  • rebuttal/.agent/: promise fulfillment status and accepted outcome

Final Sanity Check

Before finalizing:

  • all rebuttal promises are accounted for
  • author metadata and acknowledgements are complete
  • no anonymity placeholders remain
  • final claims match final evidence
  • figures/tables/captions/supplement/code links are consistent
  • final references and labels are clean or routed to citation-audit
  • final format is clean or routed to submit-paper
  • code/artifact/release obligations are routed
  • project memory records the accepted/camera-ready state

Version History

  • e0220ca Current 2026-07-05 21:34

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