jaccen/awesome-gaussian-skills/cg-paper-writing
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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-writingSKILL.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 Intent | section value | |
|---|---|---|
| Writing or revising title | title | |
| Writing or revising abstract | abstract | |
| Writing or revising introduction | intro | |
| Writing or revising related work | related-work | |
| Writing or revising methodology | method | |
| Writing or revising experiments | experiments | |
| Writing contribution statements | contribution | |
| Topic / venue selection for a 3DGS sub-field | topic | |
| Looking up verified method landscape / baselines / datasets / metrics | knowledge | |
| Designing or drawing paper figures (architecture/data/comparison) | figure | |
| Responding to reviewer comments / rebuttal / revision letter | rebuttal | |
| Full paper or unspecified section | all |
Axis: task (lifecycle fusion, 2026-10-27)
| User Intent | task value | Fused from | |
|---|---|---|---|
| Evaluate whether a research idea is worth pursuing / novelty check / score this idea | idea-eval | idea-evaluator | |
| Plan paper skeleton / logic chain / thinking template / structure planning | skeleton | tech-paper-template | |
| Search SCI journals/conferences for literature / build literature library / download PDFs / generate BibTeX | literature | sci-journal-literature + literature-manager | |
| Design figures / draw architecture diagrams / plot experiment data / figure quality audit | figure | figure-designer + academic-plotting + drawio-academic | |
| Design experiments / select datasets/baselines/metrics / plan ablation / debug training crashes (NaN/OOM/floaters) | experiment | 3dgs-experiment-planner + 3dgs-training-debugger | |
| Polish existing prose / remove AI tone / Chinese-to-English translation / calibrate claim strength | polish | paper-polish + nature-polishing | |
| Respond to reviewer comments / write rebuttal letter / cover letter / marked manuscript | rebuttal | rebuttal-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 Intent | venue value | |
|---|---|---|
| Targeting CVPR/ICCV/ECCV | cvpr | |
| Targeting SIGGRAPH/EG/PG | siggraph | |
| Targeting NeurIPS/AAAI | neurips | |
| Targeting TVCG/CGF/TOG/TPAMI | tvcg | |
| Writing PhD thesis chapter | thesis | |
| 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 Chinese | chinese-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-venue | all |
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)
| section | Fragment(s) to Load | |
|---|---|---|
| title | references/writing-abstract-intro.md | |
| abstract | references/writing-abstract-intro.md | |
| intro | references/writing-abstract-intro.md | |
| related-work | references/writing-related-method.md + references/3dgs-paper-knowledge.md | |
| method | references/writing-related-method.md | |
| experiments | references/writing-experiments.md + references/3dgs-paper-knowledge.md | |
| contribution | references/writing-experiments.md | |
| topic | references/3dgs-domain-venues.md | |
| knowledge | references/3dgs-paper-knowledge.md | |
| figure | references/figure-design-protocol.md | |
| rebuttal | references/rebuttal-protocol.md | |
| all | All 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).
| task | Fragment(s) to Load | Covers lifecycle stage | ||
|---|---|---|---|---|
| idea-eval | references/idea-evaluation.md | Stage 1: 选题评估(五维+致命伤审计+范式转移探针) | ||
| skeleton | references/paper-skeleton-protocol.md | Stage 1: 论文骨架(思维模板+四点自洽) | ||
| literature | references/literature-search-protocol.md | Stage 2: 文献检索(SCI/顶会,排除预印本)+ 下载 + BibTeX | ||
| figure | references/figure-design-protocol.md | Stage 4: 绘图(三核心图设计+matplotlib+drawio+QC) | ||
| experiment | references/experiment-design-protocol.md | Stage 5: 实验设计(数据集/基线/指标/消融)+ 训练调试(60种失败模式) | ||
| polish | references/polishing-protocol.md | Stage 6: 润色(投稿级+中译英+AI味去除+claim校准) | ||
| rebuttal | references/rebuttal-protocol.md | Stage 8: 返修(条件说服P(Z | X,Y)+逐条指导+cover letter+marked manuscript) | |
| none | (fall back to section-driven routing) | — |
On-Demand Load (by detected venue)
| venue | Fragment to Load | |
|---|---|---|
| top-journal | references/venue-formats.md + references/top-journal-strategy.md + references/ccf-international-journals.md | |
| chinese-journal | references/venue-formats.md + references/writing-chinese-journal.md + references/ccf-journal-catalog.md | |
| cjc | references/venue-formats.md + references/writing-chinese-journal.md + references/cjc-format.md + references/ccf-journal-catalog.md | |
| jos | references/venue-formats.md + references/writing-chinese-journal.md + references/jos-format.md + references/ccf-journal-catalog.md | |
| jcad | references/venue-formats.md + references/writing-chinese-journal.md + references/jcad-format.md + references/ccf-journal-catalog.md | |
| aas | references/venue-formats.md + references/writing-chinese-journal.md + references/aas-format.md + references/ccf-journal-catalog.md | |
| scis | references/venue-formats.md + references/writing-chinese-journal.md + references/scis-format.md + references/ccf-journal-catalog.md | |
| crad | references/venue-formats.md + references/writing-chinese-journal.md + references/crad-format.md + references/ccf-journal-catalog.md | |
| jcis | references/venue-formats.md + references/writing-chinese-journal.md + references/jcis-format.md + references/ccf-journal-catalog.md | |
| cjig | references/venue-formats.md + references/writing-chinese-journal.md + references/cjig-format.md + references/ccf-journal-catalog.md | |
| pra | references/venue-formats.md + references/writing-chinese-journal.md + references/pra-format.md + references/ccf-journal-catalog.md | |
| caai | references/venue-formats.md + references/writing-chinese-journal.md + references/caai-format.md + references/ccf-journal-catalog.md | |
| vrih | references/venue-formats.md + references/writing-chinese-journal.md + references/vrih-format.md + references/ccf-journal-catalog.md | |
| jskx | references/venue-formats.md + references/writing-chinese-journal.md + references/jskx-format.md + references/ccf-journal-catalog.md | |
| jsjy | references/venue-formats.md + references/writing-chinese-journal.md + references/jsjy-format.md + references/ccf-journal-catalog.md | |
| txxb | references/venue-formats.md + references/writing-chinese-journal.md + references/txxb-format.md + references/ccf-journal-catalog.md | |
| robot | references/venue-formats.md + references/writing-chinese-journal.md + references/robot-format.md + references/ccf-journal-catalog.md | |
| jsjyyj | references/venue-formats.md + references/writing-chinese-journal.md + references/jsjyyj-format.md + references/ccf-journal-catalog.md | |
| vciba | references/venue-formats.md + references/writing-chinese-journal.md + references/vciba-format.md + references/ccf-journal-catalog.md | |
| any other non-all value | references/venue-formats.md | |
| all | references/venue-formats.md | |
| ccf-intl | references/venue-formats.md + references/ccf-international-journals.md |
This is the start of the file. Read the full SKILL.md on GitHub.
Security
- Security scanPassed, 95 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
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Source
- SKILL.md in the repositoryCheckingskills/cg-paper-writing/SKILL.md
Popularity
- Repository stars
- 114
- Repository forks
- 9
- 7-day trend score
- 24
Stars and forks are for the whole GitHub repository, not this skill alone. Not refreshed yet.
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