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ICML 2025 paper visuals, figures, and LaTeX tables. Use when generating figures, formatting tables, or preparing appendix materials. Triggers include figure, M1, M2, M3, publication, LaTeX, consolidated, ICML, paper.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Statistical Context Engineering algorithm implementation and verification. Use when verifying code against paper equations, checking cross-fitting logic, auditing for leakage, reviewing Algorithm 1, or debugging statistical computations. Triggers include cross-fitting, leakage, equations, paper, algorithm, phi, context operator, variance reduction, out-of-fold.
CI pipeline for auto-generating documentation and architecture diagrams. Use when setting up CI, generating diagrams, updating README automatically, or validating metadata. Triggers include CI, auto-generate, diagram, Mermaid, dependency graph, architecture.
Productionalize R&D ML projects with the craft of an experienced engineer. Use when: "wrap up my ML project", "make this production ready", "productionalize", "I need to ship this model", "prepare for release", "add tests to my pipeline", "make my code look professional", "this needs to not look AI-generated", "review my ML code", "make this reproducible". Covers testing, reproducibility, documentation, code quality, and release prep.
SCE dataset management, loading, and anonymization. Use when loading datasets, anonymizing sources, managing parquet files, choosing storage strategy, or validating checksums. Triggers include dataset, parquet, download, anonymize, checksums, Hugging Face.
SCE Python library architecture and coding standards. Use when creating new modules, refactoring code, checking dependencies, defining module responsibilities, or writing module headers. Triggers include module, architecture, dependency, imports, engine.py, pipeline.py, meta.py, component.
| name | paper-publication |
| description | ICML 2025 paper visuals, figures, and LaTeX tables. Use when generating figures, formatting tables, or preparing appendix materials. Triggers include figure, M1, M2, M3, publication, LaTeX, consolidated, ICML, paper. |
| Document | Purpose |
|---|---|
| references/FIGURE_SPECS.md | Main (M1-M3) and appendix (A1-A6) figure specs |
| references/LATEX_TABLES.md | Table templates |
| Output | Content | Location |
|---|---|---|
| Table 1 | Dataset overview (n, hierarchy cols, features) | paper/paper_table1_dataset_overview.* |
| Table 2 | Accuracy summary (RMSE, R², improvements) | paper/paper_table2_accuracy_summary.* |
| M1 | RMSE Improvement (bar chart) | paper/paper_m1_rmse_improvement.* |
| M2 | Feature Contributions (stacked bars) | paper/paper_m2_feature_contributions.* |
| M3 | Strategy Ranking (heatmap, no grid lines) | paper/paper_m3_strategy_ranking.* |
| A1-A6 | Per-dataset appendix figures | appendix/appendix_{dataset}_A{1-6}.* |
python scripts/run.py --all --search).generate_paper_appendix_figures.py to create figures.--paper-only, --appendix-only, --tables-only as needed.# Generate all figures (paper + appendix)
python scripts/generate_paper_appendix_figures.py
# Generate only main paper figures (M1-M3, Tables 1-2)
python scripts/generate_paper_appendix_figures.py --paper-only
# Generate only appendix figures (A1-A6 per dataset)
python scripts/generate_paper_appendix_figures.py --appendix-only
# Generate only Tables 1 and 2
python scripts/generate_paper_appendix_figures.py --tables-only
docs/figures/paper/ - Main paper figures (M1-M3, Tables 1-2)docs/figures/appendix/ - Per-dataset appendix figuresFeatures are classified as Base (blue) or SCE Context (red) based on suffixes:
_mean, _median, _std, _fold_lower, _fold_upper, _q05, _q10, etc.is_sce_feature() function handles both simple and compound suffixes.