jaccen/awesome-gaussian-skills/cg-paper-writing

Claude Code and agent skill by jaccen/awesome-gaussian-skills

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Academic paper writing for 3D vision, computer graphics, CAD, and 3D understanding. Covers NeRF, 3DGS, SLAM, point cloud, 3D shape, CAD modeling. Supports CVPR/ICCV/ECCV/SIGGRAPH venues and Chinese core journals (17 journal-specific format specs). Multi-agent adversarial review, citation integrity gates, style calibration, paper novelty/industry-value evaluation, pre-submission format audit, experiment claim verification. Use when: writing or revising a CG/3D vision paper, drafting abstract/intro/method/experiments, running adversarial review or citation integrity check, calibrating writing style to a venue, evaluating paper value, 写论文/写paper/CG论文/计算机学报投稿/软件学报投稿/图形学学报投稿/自动化学报投稿/中文核心期刊.

Install

npx vskill@latest install jaccen/awesome-gaussian-skills/cg-paper-writing

SKILL.md

CG Paper Writing Engine (Router)

Evidence-first operating contract

Use this skill to improve research clarity, auditability and writing efficiency. Do not promise acceptance, predict acceptance probabilities from self-scores, or imply that simulated roles are actual journal reviewers. For conflicts among fragments, this contract and references/review-integrity.md take precedence over historical templates and scoring heuristics.

Start from the supplied artifacts: manuscript/version, research question, contribution type, target venue/year/track, available results and requested deliverable. Proceed with a bounded draft when inputs are incomplete; label missing evidence rather than inventing it. A focused edit does not require a full submission audit. Only certify submission readiness for checks actually completed.

For methods, experiments, novelty assessment and full-paper review, load domain-evidence-review.md. For Nature-family targeting, also load top-journal-strategy.md; resolve the exact journal and article type before applying its requirements.

Templates are optional rhetorical examples, not evidence or mandatory contribution counts. Public-paper critique and author-owned mock review differ from confidential assigned peer review: verify the venue's current AI/confidentiality rules before accepting review materials; do not process prohibited confidential submissions or generate prohibited official review content.

Architecture: Axis-driven static/dynamic router. Do NOT try to apply the writing logic from memory or from this router alone. Always load fragments from disk as described below.

Step 1 — Detect Request Axes

Analyze the user's request to determine axis values:

Axis: section
User Intentsection value
Writing or revising titletitle
Writing or revising abstractabstract
Writing or revising introductionintro
Writing or revising related workrelated-work
Writing or revising methodologymethod
Writing or revising experimentsexperiments
Writing contribution statementscontribution
Topic / venue selection for a 3DGS sub-fieldtopic
Looking up verified method landscape / baselines / datasets / metricsknowledge
Designing or drawing paper figures (architecture/data/comparison)figure
Responding to reviewer comments / rebuttal / revision letterrebuttal
Full paper or unspecified sectionall
Axis: task (lifecycle fusion, 2026-10-27)
User Intenttask valueFused from
Evaluate whether a research idea is worth pursuing / novelty check / score this ideaidea-evalidea-evaluator
Plan paper skeleton / logic chain / thinking template / structure planningskeletontech-paper-template
Search SCI journals/conferences for literature / build literature library / download PDFs / generate BibTeXliteraturesci-journal-literature + literature-manager
Design figures / draw architecture diagrams / plot experiment data / figure quality auditfigurefigure-designer + academic-plotting + drawio-academic
Design experiments / select datasets/baselines/metrics / plan ablation / debug training crashes (NaN/OOM/floaters)experiment3dgs-experiment-planner + 3dgs-training-debugger
Polish existing prose / remove AI tone / Chinese-to-English translation / calibrate claim strengthpolishpaper-polish + nature-polishing
Respond to reviewer comments / write rebuttal letter / cover letter / marked manuscriptrebuttalrebuttal-guidance + nature-response
No lifecycle task (pure section drafting)none—

Task axis takes precedence over section axis when both are detected. For example, "评估这个 idea" → task=idea-eval (ignore section); "画架构图" → task=figure (also sets section=figure); "回复审稿人" → task=rebuttal (also sets section=rebuttal). When task=none, fall back to section-driven routing.

Axis: venue
User Intentvenue value
Targeting CVPR/ICCV/ECCVcvpr
Targeting SIGGRAPH/EG/PGsiggraph
Targeting NeurIPS/AAAIneurips
Targeting TVCG/CGF/TOG/TPAMItvcg
Writing PhD thesis chapterthesis
Targeting Nature/Science sub-journals, Chemical Reviews, or other top-tier journals; submission strategy questions (投稿策略/顶刊/子刊/综述)top-journal
Targeting Chinese core journals (软件学报/计算机学报/计算机研究与发展/中文核心期刊) or writing in Chinesechinese-journal
Targeting 计算机学报 (Chinese Journal of Computers / CJC / 学报综述 / 学报投稿)cjc
Targeting 软件学报 (Journal of Software / JoS / 软件学报投稿)jos
Targeting 计算机辅助设计与图形学学报 (JCAD / 图形学学报投稿 / CAD与图形学)jcad
Targeting 自动化学报 (Acta Automatica Sinica / AAS)aas
Targeting 中国科学:信息科学 (Scientia Sinica Informationis / SCIS)scis
Targeting 计算机研究与发展 (JCRD / CRAD)crad
Targeting 中文信息学报 (JCIS / NLP学报)jcis
Targeting 中国图象图形学报 (JIG / 图象图形学报)cjig
Targeting 模式识别与人工智能 (PRAI / PR与AI)pra
Targeting 智能系统学报 (CAAI Transactions / 智能系统)caai
Targeting 虚拟现实与智能硬件 (VRIH / VR期刊)vrih
Targeting 计算机科学 (Computer Science / JSKX)jskx
Targeting 计算机应用 (Journal of Computer Applications / JCA)jsjy
Targeting 图学学报 (Journal of Graphics / TXB)txxb
Targeting 机器人 (Robot / 机器人学报)robot
Targeting 计算机应用研究 (Application Research of Computers / AROC)jsjyyj
Targeting 工医艺的可视计算 (VCIBA / 可视计算)vciba
Targeting CCF国际期刊 / IEEE/ACM Transactions / Springer / Elsevier 期刊投稿ccf-intl
Unspecified or multi-venueall

If the user does not specify, defaults are: section=all, venue=all.

Step 2 — Load Required Fragments

Always Load (every invocation)

Read these files from references/:

  • references/review-integrity.md — Shared evidence and scoped review rules
  • references/core-stance.md — Role, writing process, de-AI rules, citation fact-check, guardrails
  • references/symbols-terminology.md — Mathematical symbols, CG/CAD/3D terminology reference
  • references/writing-patterns-from-top-papers.md — Exemplar patterns from 3DGS/Mip-Splatting/D4RT (concrete writing techniques with direct quotes); load for style calibration on any section
  • references/core-paper-writing-paradigm.md — 领域通用论文架构模式(多源证据:10 篇 CVPR 2026 共性 + 3DGS/Mip-Splatting/D4RT 逐句拆解 + 四方向模板;两篇新增样本仅入证据附录):给“论证链六环 + 五类论文 + 八环节变体矩阵”的不变量与中英双轨模板;任何环节写作、结构规划、中文核心投稿、按范文校准文风时加载
On-Demand Load (by detected section)
sectionFragment(s) to Load
titlereferences/writing-abstract-intro.md
abstractreferences/writing-abstract-intro.md
introreferences/writing-abstract-intro.md
related-workreferences/writing-related-method.md + references/3dgs-paper-knowledge.md
methodreferences/writing-related-method.md
experimentsreferences/writing-experiments.md + references/3dgs-paper-knowledge.md
contributionreferences/writing-experiments.md
topicreferences/3dgs-domain-venues.md
knowledgereferences/3dgs-paper-knowledge.md
figurereferences/figure-design-protocol.md
rebuttalreferences/rebuttal-protocol.md
allAll writing fragments (abstract-intro, related-method, experiments) + references/3dgs-domain-venues.md
On-Demand Load (by detected task — lifecycle fusion)
When task axis is non-none, load the corresponding fragment FIRST, then supplement with section/venue fragments if the task also involves writing. Task fragments fuse 7 external skills into this skill for full-pipeline coverage (2026-10-27).
taskFragment(s) to LoadCovers lifecycle stage
idea-evalreferences/idea-evaluation.mdStage 1: 选题评估(五维+致命伤审计+范式转移探针)
skeletonreferences/paper-skeleton-protocol.mdStage 1: 论文骨架(思维模板+四点自洽)
literaturereferences/literature-search-protocol.mdStage 2: 文献检索(SCI/顶会,排除预印本)+ 下载 + BibTeX
figurereferences/figure-design-protocol.mdStage 4: 绘图(三核心图设计+matplotlib+drawio+QC)
experimentreferences/experiment-design-protocol.mdStage 5: 实验设计(数据集/基线/指标/消融)+ 训练调试(60种失败模式)
polishreferences/polishing-protocol.mdStage 6: 润色(投稿级+中译英+AI味去除+claim校准)
rebuttalreferences/rebuttal-protocol.mdStage 8: 返修(条件说服P(ZX,Y)+逐条指导+cover letter+marked manuscript)
none(fall back to section-driven routing)—
On-Demand Load (by detected venue)
venueFragment to Load
top-journalreferences/venue-formats.md + references/top-journal-strategy.md + references/ccf-international-journals.md
chinese-journalreferences/venue-formats.md + references/writing-chinese-journal.md + references/ccf-journal-catalog.md
cjcreferences/venue-formats.md + references/writing-chinese-journal.md + references/cjc-format.md + references/ccf-journal-catalog.md
josreferences/venue-formats.md + references/writing-chinese-journal.md + references/jos-format.md + references/ccf-journal-catalog.md
jcadreferences/venue-formats.md + references/writing-chinese-journal.md + references/jcad-format.md + references/ccf-journal-catalog.md
aasreferences/venue-formats.md + references/writing-chinese-journal.md + references/aas-format.md + references/ccf-journal-catalog.md
scisreferences/venue-formats.md + references/writing-chinese-journal.md + references/scis-format.md + references/ccf-journal-catalog.md
cradreferences/venue-formats.md + references/writing-chinese-journal.md + references/crad-format.md + references/ccf-journal-catalog.md
jcisreferences/venue-formats.md + references/writing-chinese-journal.md + references/jcis-format.md + references/ccf-journal-catalog.md
cjigreferences/venue-formats.md + references/writing-chinese-journal.md + references/cjig-format.md + references/ccf-journal-catalog.md
prareferences/venue-formats.md + references/writing-chinese-journal.md + references/pra-format.md + references/ccf-journal-catalog.md
caaireferences/venue-formats.md + references/writing-chinese-journal.md + references/caai-format.md + references/ccf-journal-catalog.md
vrihreferences/venue-formats.md + references/writing-chinese-journal.md + references/vrih-format.md + references/ccf-journal-catalog.md
jskxreferences/venue-formats.md + references/writing-chinese-journal.md + references/jskx-format.md + references/ccf-journal-catalog.md
jsjyreferences/venue-formats.md + references/writing-chinese-journal.md + references/jsjy-format.md + references/ccf-journal-catalog.md
txxbreferences/venue-formats.md + references/writing-chinese-journal.md + references/txxb-format.md + references/ccf-journal-catalog.md
robotreferences/venue-formats.md + references/writing-chinese-journal.md + references/robot-format.md + references/ccf-journal-catalog.md
jsjyyjreferences/venue-formats.md + references/writing-chinese-journal.md + references/jsjyyj-format.md + references/ccf-journal-catalog.md
vcibareferences/venue-formats.md + references/writing-chinese-journal.md + references/vciba-format.md + references/ccf-journal-catalog.md
any other non-all valuereferences/venue-formats.md
allreferences/venue-formats.md
ccf-intlreferences/venue-formats.md + references/ccf-international-journals.md

This is the start of the file. Read the full SKILL.md on GitHub.

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Source

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Repository forks
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7-day trend score
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