Agent SkillsNeverSight/learn-skills.dev › appendix-organizer

appendix-organizer

GitHub

用于规划、整理和撰写机器学习论文的附录或补充材料,确保结构清晰、满足会议检查清单并规范交叉引用。

data/skills-md/a-green-hand-jack/ml-research-skills/appendix-organizer/SKILL.md NeverSight/learn-skills.dev

Trigger Scenarios

需要决定论文附录结构时 会议检查清单要求特定补充章节时 附录内容需统一交叉引用结构时 需结构化回应关于实现细节的审稿意见时

Install

npx skills add NeverSight/learn-skills.dev --skill appendix-organizer -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/appendix-organizer -g -y

Use without installing

npx skills use NeverSight/learn-skills.dev@appendix-organizer

指定 Agent (Claude Code)

npx skills add NeverSight/learn-skills.dev --skill appendix-organizer -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": "appendix-organizer",
    "description": "Plan and write appendix or supplementary material for ML papers. Use when the appendix needs to be structured, main-paper claim boundaries need to be enforced, NeurIPS\/ICLR reproducibility checklists need sections, or cross-references between paper and supplement need to be aligned.",
    "allowed-tools": "Read, Write, Edit, Bash, Glob",
    "argument-hint": "[paper-dir] [--venue <venue>] [--mode plan|draft|audit|checklist]"
}

Appendix Organizer

Structure and write supplementary material so it supports the main paper without duplicating it. A well-organized appendix proves reproducibility, satisfies checklists, and handles reviewer questions without weakening the main paper's argument.

Use this skill when:

  • the main paper is drafting or nearly complete and appendix structure needs to be decided
  • a venue checklist (NeurIPS, ICLR, ICML) requires specific supplementary sections
  • appendix sections have grown organically and need consistent cross-reference structure
  • reviewer questions about implementation details, full ablations, or additional results need structured homes
  • main-paper claims and appendix claims need boundary enforcement to avoid scope creep

Do not use this skill to write main paper sections — use paper-writing-assistant. Do not use this skill to plan main paper structure — use paper-writing-contract-planner.

Pair this skill with:

  • paper-writing-contract-planner to ensure appendix scope is consistent with the main paper's writing contract
  • paper-writing-assistant to draft prose for appendix sections after structure is decided
  • paper-reviewer-simulator to anticipate which appendix sections reviewers will ask for
  • submit-paper to verify the appendix is included and formatted correctly in the submission package
  • artifact-evaluation-prep for artifact-evaluation appendix sections and reproduction instructions

Skill Directory Layout

<installed-skill-dir>/
├── SKILL.md
└── references/
    └── venue-checklists.md

Progressive Loading

  • Always read references/venue-checklists.md when the target venue has a mandatory checklist.
  • Read paper/.agent/writing-contract.md when it exists.
  • Read paper/.agent/paper-evidence-board.md to identify which evidence needs appendix homes.
  • Read the main paper draft when auditing boundary alignment.

Core Principles

  • Appendix sections exist to prove claims and satisfy checklist requirements, not to dump everything that did not fit.
  • Every appendix section must have a clear job: proof, ablation, implementation detail, reproducibility record, or checklist item.
  • The main paper must be self-contained and readable without the appendix.
  • Cross-references should go from main → appendix, not appendix → main (supplementary material does not require the main paper to reference back).
  • Reviewer simulation should inform what goes in the appendix: what questions will reviewers ask?
  • Appendix figures and tables need captions as carefully as main-paper ones.

Step 1 — Gather Context

Find:

  • paper draft: paper/main.tex, paper/paper.tex, or paper/sections/
  • existing appendix: paper/appendix.tex, paper/sections/appendix/, or \appendix in the main file
  • writing contract: paper/.agent/writing-contract.md
  • evidence board: paper/.agent/paper-evidence-board.md
  • venue: from writing contract or user argument

Record:

  • target venue and its checklist requirements
  • which main-paper sections already have appendix cross-references
  • which claims have evidence that was deferred to the supplement
  • which ablations were run but not included in the main paper

Step 2 — Select Mode

  • plan: design the appendix structure from scratch or from a partial draft
  • draft: write one or more appendix sections after structure is decided
  • audit: check existing appendix for boundary violations, missing sections, and broken cross-references
  • checklist: fill in or verify a venue-specific reproducibility/ethics checklist

Step 3 — Design Appendix Structure

Read references/venue-checklists.md for the target venue.

For each appendix section, record:

Section: <letter/title>
Job: proof / ablation / implementation-detail / additional-results / reproducibility / checklist / ethics
Main-paper claim it supports: <CLM-XXX or section reference>
Content summary: <1-2 sentences>
Status: planned / drafted / complete / deferred
Cross-reference in main paper: <section and line/paragraph>

Standard appendix section types for ML papers:

  • Proofs: formal proofs of claims or theorems stated in the main paper
  • Implementation details: architecture hyperparameters, training schedules, optimizer configs, hardware
  • Additional ablations: variants that support the main result but would clutter the paper
  • Additional results: more datasets, longer training, extra baselines, per-class breakdown
  • Dataset details: data sources, statistics, preprocessing steps, license info
  • Reproducibility statement: seeds, code, compute cost, expected variance
  • Broader impact / limitations: required by some venues even if not in main paper
  • Checklist sections: NeurIPS reproducibility, ICLR checklist, artifact evaluation

Step 4 — Enforce Claim Boundaries

For each appendix section, check:

  • Does the appendix section make a claim that is stronger than the main paper's claim? If so, align the wording or move the claim to the main paper.
  • Does the appendix introduce a new method or contribution not in the main paper? Flag for review — this is usually a scope problem.
  • Are all cross-references from the main paper pointing to existing appendix sections? Fix broken references.
  • Are appendix figures and tables cited in the main paper or in the appendix section that uses them?

Step 5 — Fill Venue Checklist

Read references/venue-checklists.md for the target venue.

For each required checklist item, classify as:

  • yes: satisfied with a pointer to where
  • no: not applicable, with reason
  • partial: needs work, with a specific action
  • na: explicitly not applicable

Do not leave checklist items blank. Reviewers treat unanswered items as potential red flags.

Step 6 — Write or Audit Appendix Sections

When drafting:

  • Write each appendix section with a clear topic sentence that states its job.
  • Use the same notation, terminology, and symbol conventions as the main paper.
  • Refer back to the main paper section being supplemented at the start of each section.
  • Captions for appendix figures/tables must be self-contained.

When auditing:

  • Flag redundancy: content that repeats the main paper without adding proof, detail, or results.
  • Flag scope creep: new claims or methods that belong in the main paper.
  • Flag missing sections: evidence deferred to the appendix that has not been written.
  • Flag broken cross-references.

Memory Writeback

  • Update paper/.agent/paper-evidence-board.md when appendix sections fill evidence slots
  • Update paper/.agent/writing-contract.md if appendix scope changes the main paper's claim boundaries

Final Sanity Check

Before finishing:

  • every appendix section has a documented job and a main-paper connection
  • venue checklist items are all answered
  • no appendix section introduces a claim stronger than the main paper's allowed wording
  • all main-paper \appendix cross-references point to actual sections
  • appendix figures and tables have self-contained captions

Version History

  • e0220ca Current 2026-07-05 21:34

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