diff options
Diffstat (limited to '')
| -rw-r--r-- | .agents/skills/ml-paper-writing/references/sources.md | 159 |
1 files changed, 159 insertions, 0 deletions
diff --git a/.agents/skills/ml-paper-writing/references/sources.md b/.agents/skills/ml-paper-writing/references/sources.md new file mode 100644 index 0000000..1690d2b --- /dev/null +++ b/.agents/skills/ml-paper-writing/references/sources.md @@ -0,0 +1,159 @@ +# Source Bibliography + +This document lists all authoritative sources used to build this skill, organized by topic. + +--- + +## Writing Philosophy & Guides + +### Primary Sources (Must-Read) + +| Source | Author | URL | Key Contribution | +|--------|--------|-----|------------------| +| **Highly Opinionated Advice on How to Write ML Papers** | Neel Nanda | [Alignment Forum](https://www.alignmentforum.org/posts/eJGptPbbFPZGLpjsp/highly-opinionated-advice-on-how-to-write-ml-papers) | Narrative framework, "What/Why/So What", time allocation | +| **How to Write ML Papers** | Sebastian Farquhar (DeepMind) | [Blog](https://sebastianfarquhar.com/on-research/2024/11/04/how_to_write_ml_papers/) | 5-sentence abstract formula, structure templates | +| **A Survival Guide to a PhD** | Andrej Karpathy | [Blog](http://karpathy.github.io/2016/09/07/phd/) | Paper structure recipe, contribution framing | +| **Heuristics for Scientific Writing** | Zachary Lipton (CMU) | [Blog](https://www.approximatelycorrect.com/2018/01/29/heuristics-technical-scientific-writing-machine-learning-perspective/) | Word choice, section balance, intensifier warnings | +| **Advice for Authors** | Jacob Steinhardt (UC Berkeley) | [Blog](https://jsteinhardt.stat.berkeley.edu/blog/advice-for-authors) | Precision over brevity, consistent terminology | +| **Easy Paper Writing Tips** | Ethan Perez (Anthropic) | [Blog](https://ethanperez.net/easy-paper-writing-tips/) | Micro-level tips, apostrophe unfolding, clarity tricks | + +### Foundational Scientific Writing + +| Source | Author | URL | Key Contribution | +|--------|--------|-----|------------------| +| **The Science of Scientific Writing** | Gopen & Swan | [PDF](https://cseweb.ucsd.edu/~swanson/papers/science-of-writing.pdf) | Topic/stress positions, old-before-new, 7 principles | +| **Summary of Science of Scientific Writing** | Lawrence Crowl | [Summary](https://www.crowl.org/Lawrence/writing/GopenSwan90.html) | Condensed version of Gopen & Swan | + +### Additional Resources + +| Source | URL | Key Contribution | +|--------|-----|------------------| +| How To Write A Research Paper In ML | [Blog](https://grigorisg9gr.github.io/machine%20learning/research%20paper/how-to-write-a-research-paper-in-machine-learning/) | Practical walkthrough, LaTeX tips | +| A Recipe for Training Neural Networks | [Karpathy Blog](http://karpathy.github.io/2019/04/25/recipe/) | Debugging methodology that translates to paper structure | +| ICML Paper Writing Best Practices | [ICML](https://icml.cc/Conferences/2022/BestPractices) | Official venue guidance | +| Bill Freeman's Writing Slides | [MIT](https://billf.mit.edu/sites/default/files/documents/cvprPapers.pdf) | Visual guide to paper structure | + +--- + +## Official Conference Guidelines + +### NeurIPS + +| Document | URL | Purpose | +|----------|-----|---------| +| Paper Checklist Guidelines | [NeurIPS](https://neurips.cc/public/guides/PaperChecklist) | 16-item mandatory checklist | +| Reviewer Guidelines 2025 | [NeurIPS](https://neurips.cc/Conferences/2025/ReviewerGuidelines) | Evaluation criteria, scoring | +| Style Files | [NeurIPS](https://neurips.cc/Conferences/2025/PaperInformation/StyleFiles) | LaTeX templates | + +### ICML + +| Document | URL | Purpose | +|----------|-----|---------| +| Paper Guidelines | [ICML](https://icml.cc/Conferences/2024/PaperGuidelines) | Submission requirements | +| Reviewer Instructions 2025 | [ICML](https://icml.cc/Conferences/2025/ReviewerInstructions) | Review form, evaluation | +| Style & Author Instructions | [ICML](https://icml.cc/Conferences/2022/StyleAuthorInstructions) | Formatting specifications | + +### ICLR + +| Document | URL | Purpose | +|----------|-----|---------| +| Author Guide 2026 | [ICLR](https://iclr.cc/Conferences/2026/AuthorGuide) | Submission requirements, LLM disclosure | +| Reviewer Guide 2025 | [ICLR](https://iclr.cc/Conferences/2025/ReviewerGuide) | Review process, evaluation | + +### ACL/EMNLP + +| Document | URL | Purpose | +|----------|-----|---------| +| ACL Style Files | [GitHub](https://github.com/acl-org/acl-style-files) | LaTeX templates | +| ACL Rolling Review | [ARR](https://aclrollingreview.org/) | Submission process | + +### AAAI + +| Document | URL | Purpose | +|----------|-----|---------| +| Author Kit 2026 | [AAAI](https://aaai.org/authorkit26/) | Templates and guidelines | + +### COLM + +| Document | URL | Purpose | +|----------|-----|---------| +| Template | [GitHub](https://github.com/COLM-org/Template) | LaTeX templates | + +--- + +## Citation APIs & Tools + +### APIs + +| API | Documentation | Best For | +|-----|---------------|----------| +| **Semantic Scholar** | [Docs](https://api.semanticscholar.org/api-docs/) | ML/AI papers, citation graphs | +| **CrossRef** | [Docs](https://www.crossref.org/documentation/retrieve-metadata/rest-api/) | DOI lookup, BibTeX retrieval | +| **arXiv** | [Docs](https://info.arxiv.org/help/api/basics.html) | Preprints, PDF access | +| **OpenAlex** | [Docs](https://docs.openalex.org/) | Open alternative, bulk access | + +### Python Libraries + +| Library | Install | Purpose | +|---------|---------|---------| +| `semanticscholar` | `pip install semanticscholar` | Semantic Scholar wrapper | +| `arxiv` | `pip install arxiv` | arXiv search and download | +| `habanero` | `pip install habanero` | CrossRef client | + +### Citation Verification + +| Tool | URL | Purpose | +|------|-----|---------| +| Citely | [citely.ai](https://citely.ai/citation-checker) | Batch verification | +| ReciteWorks | [reciteworks.com](https://reciteworks.com/) | In-text citation checking | + +--- + +## Visualization & Formatting + +### Figure Creation + +| Tool | URL | Purpose | +|------|-----|---------| +| PlotNeuralNet | [GitHub](https://github.com/HarisIqbal88/PlotNeuralNet) | TikZ neural network diagrams | +| SciencePlots | [GitHub](https://github.com/garrettj403/SciencePlots) | Publication-ready matplotlib | +| Okabe-Ito Palette | [Reference](https://jfly.uni-koeln.de/color/) | Colorblind-safe colors | + +### LaTeX Resources + +| Resource | URL | Purpose | +|----------|-----|---------| +| Overleaf Templates | [Overleaf](https://www.overleaf.com/latex/templates) | Online LaTeX editor | +| BibLaTeX Guide | [CTAN](https://ctan.org/pkg/biblatex) | Modern citation management | + +--- + +## Research on AI Writing & Hallucination + +| Source | URL | Key Finding | +|--------|-----|-------------| +| AI Hallucinations in Citations | [Enago](https://www.enago.com/academy/ai-hallucinations-research-citations/) | ~40% error rate | +| Hallucination in AI Writing | [PMC](https://pmc.ncbi.nlm.nih.gov/articles/PMC10726751/) | Types of citation errors | +| NeurIPS 2025 AI Report | [ByteIota](https://byteiota.com/neurips-2025-100-ai-hallucinations-slip-through-review/) | 100+ hallucinated citations | + +--- + +## Quick Reference by Topic + +### For Narrative & Structure +→ Start with: Neel Nanda, Sebastian Farquhar, Andrej Karpathy + +### For Sentence-Level Clarity +→ Start with: Gopen & Swan, Ethan Perez, Zachary Lipton + +### For Word Choice & Style +→ Start with: Zachary Lipton, Jacob Steinhardt + +### For Conference-Specific Requirements +→ Start with: Official venue guidelines (NeurIPS, ICML, ICLR, ACL) + +### For Citation Management +→ Start with: Semantic Scholar API, CrossRef, citation-workflow.md + +### For Reviewer Expectations +→ Start with: Venue reviewer guidelines, reviewer-guidelines.md |