Academic Paper Reproduction Methodology
xjtulyc/MedgeClaw
Six-phase process for reproducing a published paper's results from provided data, from variable mapping and sample filtering through regression tables and a written report.
A skill your agent uses when revising an AISTATS paper for concise AI-statistics framing, theorem-and-experiment clarity, 8-page two-column compression, double-blind wording, reproducibility…
Install Aistats Writing Style
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-writing-style -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-writing-style --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-writing-style .claude/skills/aistats-writing-style && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "aistats-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-writing-style into .claude/skills/aistats-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-writing-style", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-writing-styleType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-writing-style -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-writing-style --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-writing-style .agents/skills/aistats-writing-style && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aistats-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-writing-style into .agents/skills/aistats-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-writing-style", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-writing-style -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-writing-style --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-writing-style .cursor/skills/aistats-writing-style && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "aistats-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-writing-style into .cursor/skills/aistats-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-writing-style", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path AISTATS-Skills/skills/aistats-writing-style--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-writing-style -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-writing-style --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-writing-style .gemini/skills/aistats-writing-style && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "aistats-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-writing-style into .gemini/skills/aistats-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-writing-style", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-writing-styleInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-writing-style -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-writing-style .github/skills/aistats-writing-style && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "aistats-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-writing-style into .github/skills/aistats-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-writing-style", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-writing-style -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-writing-style --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/AISTATS-Skills/skills/aistats-writing-style .opencode/skills/aistats-writing-style && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "aistats-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-writing-style into .opencode/skills/aistats-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-writing-style", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
aistats-writing-style- GitHub stars
- 1.2k
- Token cost
- ~865 tokens
- SKILL.md length
- 383 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when revising an AISTATS paper for concise AI-statistics framing, theorem-and-experiment clarity, 8-page two-column compression, double-blind wording, reproducibility…
- Revising an AISTATS paper for concise AI-statistics framing
- SKILL.md covers Revision rules, Theorem-presentation discipline, Sentence-level rewrites and Vignette: compressing into…, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Theorem-and-experiment clarity
What it does
Aistats Writing Style is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when revising an AISTATS paper for concise AI-statistics framing, theorem-and-experiment clarity, 8-page two-column compression, double-blind wording, reproducibility clarity, statistically careful claims, and assumption-labeling discipline that survives statistician reviewers.
Its SKILL.md is about 870 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Brand voice and tone, Reproducible research and Statistics. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- Revising an AISTATS paper for concise AI-statistics framing
- Theorem-and-experiment clarity
- 8-page two-column compression
- Double-blind wording
Example prompts
- “/aistats-writing-style”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Aistats Writing Style loads about 865 tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 383 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 383 words, ~865 tokens.
Download SKILL.mdSave it as
.claude/skills/aistats-writing-style/SKILL.md (or your agent's skills folder).- name
- aistats-writing-style
- description
- Use when revising an AISTATS paper for concise AI-statistics framing, theorem-and-experiment clarity, 8-page two-column compression, double-blind wording, reproducibility clarity, statistically careful claims, and assumption-labeling discipline that survives statistician reviewers.
AISTATS Writing Style
Use this when revising the main paper. AISTATS papers need compact statements of why a statistical or ML contribution matters and enough detail for technical validation.
Revision rules
- Put the AI/statistics contribution in the first page: problem, gap, method or theorem, evidence, and why existing methods are insufficient.
- Make assumptions explicit. AISTATS reviewers are sensitive to hidden distributional, asymptotic, optimization, or data-generating assumptions.
- Pair every major claim with either proof structure, simulation design, empirical table, or reproducibility detail.
- Use the 8-page body for core logic; move long derivations, extra simulations, and extended ablations to the appendix without making the main paper unintelligible.
- Avoid overclaiming empirical wins when differences are small or variance is unreported.
- Maintain double-blind style in self-citations, prior code references, acknowledgements, funding, and artifact descriptions.
Theorem-presentation discipline
- Number assumptions and cite them by label inside every theorem statement; AISTATS readers audit assumption flows the way software reviewers audit imports.
- Give each major theorem a proof sketch in the body; the appendix proof supports the sketch but never replaces it.
- Keep problem-dependent constants visible or explicitly deferred; silently absorbing dimension or condition numbers into O-notation is a standing statistician complaint.
- Define notation once in one location — two-column pages punish redundant redefinition.
- Phrase remarks after theorems as interpretation, not as extra unproved claims; AISTATS reviewers treat every declarative sentence near a theorem as something they may verify.
- When a result is conjectured or only empirically supported, label it so; mixing proved and observed statements in one paragraph is a credibility leak at this venue.
Show full SKILL.md (126 more words)Show less
Sentence-level rewrites
| Draft pattern | AISTATS-safe rewrite |
|---|---|
| "Our method significantly outperforms..." | "reduces mean error by X (SE Y) over Z seeded runs" |
| "Under mild conditions..." | "Under Assumptions 1-3 (boundedness, ...)" |
| "It is easy to see that..." | "By Lemma 2 and the triangle inequality..." |
| "Achieves state-of-the-art..." | Claim scoped to the regimes actually tested |
Vignette: compressing into eight two-column pages
A draft with three theorems, six figures, and a sprawling related-work section: keep all theorem statements, one sketch each, and the two decision-critical figures (the rate plot and the coverage plot); compress related work into contribution contrasts; move secondary lemmas and four figures to the appendix with explicit forward references. The test of a good cut: a reviewer should reconstruct the whole argument without ever opening the supplement.
Output format
[Writing diagnosis] clear / under-justified / overclaimed / overloaded
[First-page fix] <new framing>
[Claim discipline] <claim -> proof/experiment/limitation>
[Compression cuts] <move/delete/merge>
[Anonymity edits] <phrases to rewrite>© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in AISTATS-Skills/skills/aistats-writing-style of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Aistats Writing Style next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Aistats Writing Style this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~865 | Automated safety check: Pass | MIT | |
| Academic Paper Reproduction Methodologyxjtulyc/MedgeClaw | 617 | 1 repos | ~1.3k | Automated safety check: Pass | None | |
| Fcr Revision And Rebuttalfranklee16/academic-research-skills | 223 | 1 repos | ~1.1k | Automated safety check: Pass | None | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| Experiment AgentImbad0202/experiment-agent | 199 | — | ~3.1k | Automated safety check: Pass | CC-BY-NC-4.0 | |
| Aris Experiment Auditappleweiping/WEIPING_WIKI | 119 | — | ~2.3k | Automated safety check: Pass | MIT |
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Related
Questions about Aistats Writing Style
What does Aistats Writing Style do?
A skill your agent uses when revising an AISTATS paper for concise AI-statistics framing, theorem-and-experiment clarity, 8-page two-column compression, double-blind wording, reproducibility…. Aistats Writing Style is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when revising an AISTATS paper for concise AI-statistics framing, theorem-and-experiment clarity, 8-page two-column compression, double-blind wording, reproducibility clarity, statistically careful claims, and assumption-labeling discipline that survives statistician reviewers.
When should I use Aistats Writing Style?
Aistats Writing Style fits situations like: revising an AISTATS paper for concise AI-statistics framing; theorem-and-experiment clarity; 8-page two-column compression; double-blind wording.
How do I install Aistats Writing Style in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-writing-style -a claude-code`. Or copy the skill folder (AISTATS-Skills/skills/aistats-writing-style in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aistats-writing-style in your project. Claude Code loads it when a task matches its description.
How do I install Aistats Writing Style in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-writing-style -a codex`. Or copy the skill folder (AISTATS-Skills/skills/aistats-writing-style in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aistats-writing-style in your project. Codex loads it when a task matches its description.
Can I use Aistats Writing Style in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-writing-style -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aistats-writing-style, .gemini/skills/aistats-writing-style, .github/skills/aistats-writing-style and .opencode/skills/aistats-writing-style in your project.
What does Aistats Writing Style need to run?
SKILL.md names no scripts, command-line tools or credentials: Aistats Writing Style is instructions for the agent only.
Does Aistats Writing Style access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Aistats Writing Style safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Aistats Writing Style use?
Aistats Writing Style is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Aistats Writing Style use?
About 865 tokens (SKILL.md is roughly 3.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Aistats Writing Style?
Skills that share tags, products or a category with Aistats Writing Style: Academic Paper Reproduction Methodology (xjtulyc/MedgeClaw, 617 stars), Fcr Revision And Rebuttal (franklee16/academic-research-skills, 223 stars), Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars) and Experiment Agent (Imbad0202/experiment-agent, 199 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aistats Writing Style?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.