research-paper-writing

npx skills add HezaoHezao/poirot --skill research-paper-writing --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

# Research Paper Writing Pipeline ## Overview End-to-end pipeline for producing publication-ready ML/AI research papers targeting **NeurIPS, ICML, ICLR, ACL, AAAI, COLM**. Covers the full research lifecycle: experiment design, execution, analysis, paper writing, review, revision, and submission. This is **not a linear pipeline** — it is an iterative loop. Results trigger new experiments. Reviews trigger new analysis. ## When to Use - User is writing an ML/AI research paper for a top venue - User needs help with experiment design, execution, or analysis - User wants feedback on a draft - User is preparing a submission package ## Pipeline Phases ``` Phase 0: Project Setup → Phase 1: Literature Review │ │ ▼ ▼ Phase 2: Experiment Phase 5: Paper Drafting ◄──┐ Design │ │ │ ▼ │ ▼ Phase 6: Self-Review │ Phase 3: Execution & Revision ───────────┘ & Monitoring │ │ ▼ ▼ Phase 7: Submission Phase 4: Analysis ``` ### Phase 0: Project Setup - Define research question and hypothesis - Identify target venue + deadline - Set up project structure: ``` project/ ├── experiments/ ├── data/ ├── src/ ├── paper/ │ ├── main.tex │ ├── figures/ │ └── references.bib └── README.md ``` - Initialize git repo, set

Run experiments
python src/train.py --config configs/exp1.yaml
Monitor with logging
python src/train.py --config configs/exp1.yaml --log-dir runs/exp1
Track experiments
python src/eval.py --checkpoint runs/exp1/best.pt --eval-set test
python src/plot.py --results runs/ --output paper/figures/
Multiple seeds — compute mean ± std
python3 -c "
import numpy as np