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Indexes research papers on the Hugging Face Hub from arXiv, links them to models and datasets, claims authorship and generates markdown research articles from templates.
Agent skill
Aistats Author Response
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when drafting AISTATS author responses or author-reviewer discussion replies under OpenReview, covering text-only discussion, no-link guidance, no revised-paper upload…
Install Aistats Author Response
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-author-response -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-author-response --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-author-response .claude/skills/aistats-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-author-response into .claude/skills/aistats-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-author-response", 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-author-responseType 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-author-response -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-author-response --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-author-response .agents/skills/aistats-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-author-response into .agents/skills/aistats-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-author-response", 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-author-response -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-author-response --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-author-response .cursor/skills/aistats-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-author-response into .cursor/skills/aistats-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-author-response", 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-author-response--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-author-response -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aistats-author-response --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-author-response .gemini/skills/aistats-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-author-response into .gemini/skills/aistats-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-author-response", 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-author-responseInstalls 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-author-response -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-author-response .github/skills/aistats-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-author-response into .github/skills/aistats-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-author-response", 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-author-response -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-author-response --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-author-response .opencode/skills/aistats-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AISTATS-Skills/skills/aistats-author-response into .opencode/skills/aistats-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aistats-author-response", 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-author-response- GitHub stars
- 1.2k
- Token cost
- ~980 tokens
- SKILL.md length
- 426 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when drafting AISTATS author responses or author-reviewer discussion replies under OpenReview, covering text-only discussion, no-link guidance, no revised-paper upload…
- Works in 4 steps: State the decision-critical correction… → Point to exact submitted evidence. → Explain the statistical or theoretical… → …
- Drafting AISTATS author responses
- SKILL.md covers Triage, Drafting pattern, Statistician-reviewer pushback… and Response micro-example, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Aistats Author Response is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when drafting AISTATS author responses or author-reviewer discussion replies under OpenReview, covering text-only discussion, no-link guidance, no revised-paper upload, anonymity requirements, statistician-reviewer pushback patterns, and decision-focused clarification strategy for theory-plus-experiments papers.
Its SKILL.md is about 980 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. 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
- Drafting AISTATS author responses
- Author-reviewer discussion replies under OpenReview
- Covering text-only discussion
- No-link guidance
Example prompts
- “/aistats-author-response”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- State the decision-critical correction or concession.
- Point to exact submitted evidence.
- Explain the statistical or theoretical consequence.
- Promise a camera-ready wording fix only if it does not add unsupported new claims.
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 Author Response loads about 980 tokens when it runs. Until then it costs about 85 tokens; SKILL.md has 426 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). 426 words, ~980 tokens.
Download SKILL.mdSave it as
.claude/skills/aistats-author-response/SKILL.md (or your agent's skills folder).- name
- aistats-author-response
- description
- Use when drafting AISTATS author responses or author-reviewer discussion replies under OpenReview, covering text-only discussion, no-link guidance, no revised-paper upload, anonymity requirements, statistician-reviewer pushback patterns, and decision-focused clarification strategy for theory-plus-experiments papers.
AISTATS Author Response
Use this after AISTATS reviews are released. Reopen the current OpenReview instructions and author-discussion policy before drafting because response mechanics are cycle-specific.
Triage
- Answer concerns that affect correctness, novelty, statistical validity, clarity, reproducibility, or fit for AISTATS.
- Use existing submitted evidence: paper sections, appendices, supplementary material, theorem statements, experiments, checklist entries, and code/data descriptions.
- Keep the reply anonymous. Do not reveal institution, authorship, grants, private URLs, or repository ownership.
- Treat discussion as clarification, not revision. Do not depend on uploading a revised paper or new supplement unless current instructions explicitly allow it.
- If current rules prohibit links, do not use URLs in the discussion. AISTATS 2026 author-reviewer discussion was text-only and links were not allowed.
- Correct factual errors first, then address requests for missing comparisons, uncertainty estimates, proofs, or hyperparameters.
Drafting pattern
- State the decision-critical correction or concession.
- Point to exact submitted evidence.
- Explain the statistical or theoretical consequence.
- Promise a camera-ready wording fix only if it does not add unsupported new claims.
Statistician-reviewer pushback patterns
| Pushback | What it signals | AISTATS-ready fix |
|---|---|---|
| "Assumption A3 seems strong" | The reviewer traced the proof chain | Point to where A3 is verified, weakened, or shown necessary; never dismiss it as standard without a citation |
| "The experiments violate the theorem conditions" | Theory-experiment mismatch spotted | Identify which conclusions survive misspecification and cite the robustness simulation that shows it |
| "Observed rates do not match the bound" | The reviewer compared empirical slopes against theory | Reference the log-log plot, or explain the constant-dominated regime at the tested sample sizes |
| "Comparison with the classical statistical method is missing" | Statistics-literature gap | Anchor to the appendix comparison, or concede and scope a camera-ready clarification |
Show full SKILL.md (147 more words)Show less
Response micro-example
Reviewer objection: the minimax claim hides its dependence on dimension d. Reply skeleton:
- Concede that the d-dependence appears only in the appendix constant.
- Quote the exact constant from Theorem 2 so the reviewer need not search.
- Note that the simulation at d = 100 in Figure 4 follows the predicted scaling.
- Offer one camera-ready sentence making the dependence explicit in the main text.
Discussion-phase calibration
- One decision-critical point per reviewer beats exhaustive replies; AISTATS meta-reviewers read for whether the central statistical objection was actually resolved.
- Never paste new theorem statements or fresh proofs into the discussion box; sketch the argument and anchor it in submitted material only.
- Respond early in the window — AISTATS discussion periods are short and reviewers who reply once rarely reply twice.
- Length and formatting norms vary by cycle; recheck the current discussion instructions before sending anything.
Output format
[Priority issue] <reviewer concern>
[Decision dimension] correctness / novelty / statistical validity / clarity / reproducibility
[Draft response] <AISTATS-ready anonymous text>
[Evidence anchor] <paper/appendix/supplement item>
[Forbidden content removed] <links, identity leaks, new unsupported claims>© 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-author-response of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Aistats Author Response 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 Author Response this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~980 | Automated safety check: Pass | MIT | |
| Hugging Face Paper Publisherhuggingface/skills | 11k | 4 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| tangermeme Genomic Model Analysisjmschrei/tangermeme | 318 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Data Scientistmagnus919/hermes-profiles | 289 | — | ~3.3k | Automated safety check: Pass | MIT | |
| Hugging Face Paper Pageshuggingface/skills | 11k | 3 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| PyDESeq2 Differential Expressiondavila7/claude-code-templates | 33k | 11 repos | ~4k | Automated safety check: Pass | MIT |
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Data Scientist
magnus919/hermes-profiles
PhD-level expertise in data science, statistics, and machine learning.
- Official
Hugging Face Paper Pages
huggingface/skills
Fetches Hugging Face paper pages as markdown and reads paper metadata through the papers API when you share a paper URL, an arXiv link or an arXiv ID.
PyDESeq2 Differential Expression
davila7/claude-code-templates
Runs differential gene expression analysis on bulk RNA-seq counts with PyDESeq2: design formulas, Wald tests, FDR correction and volcano or MA plots.
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Related
Categories
Questions about Aistats Author Response
What does Aistats Author Response do?
A skill your agent uses when drafting AISTATS author responses or author-reviewer discussion replies under OpenReview, covering text-only discussion, no-link guidance, no revised-paper upload…. Aistats Author Response is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when drafting AISTATS author responses or author-reviewer discussion replies under OpenReview, covering text-only discussion, no-link guidance, no revised-paper upload, anonymity requirements, statistician-reviewer pushback patterns, and decision-focused clarification strategy for theory-plus-experiments papers.
When should I use Aistats Author Response?
Aistats Author Response fits situations like: drafting AISTATS author responses; author-reviewer discussion replies under OpenReview; covering text-only discussion; no-link guidance.
How do I install Aistats Author Response in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-author-response -a claude-code`. Or copy the skill folder (AISTATS-Skills/skills/aistats-author-response in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aistats-author-response in your project. Claude Code loads it when a task matches its description.
How do I install Aistats Author Response in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aistats-author-response -a codex`. Or copy the skill folder (AISTATS-Skills/skills/aistats-author-response in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aistats-author-response in your project. Codex loads it when a task matches its description.
Can I use Aistats Author Response 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-author-response -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-author-response, .gemini/skills/aistats-author-response, .github/skills/aistats-author-response and .opencode/skills/aistats-author-response in your project.
What does Aistats Author Response need to run?
SKILL.md names no scripts, command-line tools or credentials: Aistats Author Response is instructions for the agent only.
Does Aistats Author Response 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 Author Response 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 Author Response use?
Aistats Author Response 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 Author Response use?
About 980 tokens (SKILL.md is roughly 3.9k 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 Author Response?
Skills that share tags, products or a category with Aistats Author Response: Hugging Face Paper Publisher (huggingface/skills, 11k stars), tangermeme Genomic Model Analysis (jmschrei/tangermeme, 318 stars), Data Scientist (magnus919/hermes-profiles, 289 stars) and Hugging Face Paper Pages (huggingface/skills, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aistats Author Response?
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.