DeepPySR adds dynamic pruning, exponential Pareto selection, and hierarchical layers to PySR and reports better R²/F1 plus domain-aligned formulas on Feynman and seven real-world datasets.
On the robustness of interpretability methods
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DeepPySR -- A Symbolic Regression Framework with Dynamic Pruning, Pareto Selection, and Hierarchical Composition for Real-World Scientific Discovery
DeepPySR adds dynamic pruning, exponential Pareto selection, and hierarchical layers to PySR and reports better R²/F1 plus domain-aligned formulas on Feynman and seven real-world datasets.