research-paper-writing

Guides end-to-end ML research paper production from experiment design through conference submission.

Updated Jul 10, 2026
One-click install
npx skills add https://github.com/AvaTar-ArTs/.Agent-skills --skill research-paper-writing-avatar-arts
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: research-paper-writing
Source: https://github.com/AvaTar-ArTs/.Agent-skills/tree/main/skills/research/research-paper-writing
Command: npx skills add https://github.com/AvaTar-ArTs/.Agent-skills --skill research-paper-writing-avatar-arts

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires semanticscholar, arxiv, habanero, requests, scipy, numpy, matplotlib, SciencePlots, and includes references (resource) and assets (resource) components.

What problem does it solve? Writing a publication-ready ML/AI paper involves coordinating experiments, verified citations, statistical analysis, LaTeX formatting, and venue-specific requirements—this Skill orchestrates that entire iterative lifecycle so nothing falls through the cracks. ## Core Features & Use Cases - Full Research Pipeline: Covers project setup, literature review, experiment design, execution monitoring, statistical analysis, drafting, self-review, and submission for NeurIPS, ICML, ICLR, ACL, AAAI, and COLM. - Citation Verification Workflow: Fetches BibTeX programmatically via Semantic Scholar, CrossRef, and arXiv APIs to prevent hallucinated references, marking unverifiable ones as placeholders. - Venue Templates & Checklists: Ships official LaTeX templates and mandatory checklist requirements (NeurIPS 16-item checklist, ACL Limitations section, ICLR LLM disclosure) to avoid desk rejection. - Use Case: A researcher with experimental results asks the agent to draft an ICML submission; the Skill maps claims to experiments, verifies every citation, generates booktabs tables and colorblind-safe PDF figures, and runs a simulated reviewer pass before submission. ## Quick Start Use the research-paper-writing skill to turn my experiment results in the results/ folder into a draft ICML paper with verified citations and submission-ready formatting.

Frequently Asked Questions about research-paper-writing

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I write a machine learning paper for NeurIPS or ICML?

Follow a phased pipeline: define a one-sentence contribution, map every experiment to a claim, run baselines with statistical tests, then draft using the venue's official LaTeX template. Finish with a simulated self-review and the venue's mandatory checklist before submitting.

How do I prevent hallucinated citations in AI-generated papers?

Never generate BibTeX from memory—fetch it programmatically via DOI content negotiation from CrossRef or the Semantic Scholar API. Verify each paper exists in at least two sources, and mark anything unverifiable as a [CITATION NEEDED] placeholder.

What statistical tests should ML papers report?

Report error bars (stating std dev vs std error), 95% confidence intervals via bootstrapping, and McNemar's test for paired method comparisons. Include effect sizes like Cohen's h and state the number of runs or seeds for every key result.

Does the NeurIPS checklist affect paper acceptance?

Yes—NeurIPS desk-rejects submissions missing its 16-item checklist covering claims alignment, limitations, reproducibility, compute resources, and ethics. The checklist appears after references and does not count toward the page limit.

When should I use human evaluation instead of automated metrics?

Use human evaluation when automated metrics miss what you claim—fluency, helpfulness, or preference in generation tasks, which ACL and EMNLP reviewers expect. Report annotator counts, Krippendorff's alpha agreement, compensation, and use pairwise comparisons over Likert scales for reliability.

What are the page limits for major ML conferences?

NeurIPS allows 9 pages, ICML 8, ICLR 9, ACL 8 (long papers), AAAI 7, and COLM 9 for submissions, with camera-ready versions typically gaining one page. References and appendices are unlimited at all of these venues.