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Run baseline comparisons (OLS, LASSO, SINDy, PDEFind) against KANDy results for a dynamical system. Use when the user wants to compare KANDy's equation discovery against standard methods.
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。
Assess the quality of KANDy model results by examining generated plots. Use after training a model, running rollouts, or generating comparison plots.
List all available KANDy systems, baselines, and show current experiment results status.
Generate a comprehensive research report for a KANDy experiment, including discovered equations, metrics, plots, and analysis. Use after an experiment is complete.
Run a KANDy experiment on a dynamical system to discover its governing equations. Use when the user wants to train a KAN model, fit equations, or run the full KANDy pipeline on a system.
SOC 職業分類に基づく
| name | run-baselines |
| description | Run baseline comparisons (OLS, LASSO, SINDy, PDEFind) against KANDy results for a dynamical system. Use when the user wants to compare KANDy's equation discovery against standard methods. |
| argument-hint | ["baseline-name"] |
Run baseline comparisons for $ARGUMENTS.
!uv run kandy-baselines --list 2>/dev/null
Use the kandy-researcher agent to:
uv run kandy-baselines $ARGUMENTS (or the appropriate baseline script)results/results/<SystemName>/baselines/notes/ with full metadataA comparison table like:
| Method | Discovered Equation | # Terms | RMSE | NRMSE |
|---|---|---|---|---|
| KANDy | ... | ... | ... | ... |
| OLS | ... | ... | ... | ... |
| LASSO | ... | ... | ... | ... |
| SINDy | ... | ... | ... | ... |
If no baseline name is provided, list available baselines and ask the user which one to run.