kandy

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 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.

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.