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This repository contains the codes for framework for equation discovery by combining Neural Networks with Characteristic Curves (NN-CC), Symmetry Constraints, and Post-Symbolic Regression (Post-SR). It also incorporates implementations of SINDy and pySR within the CC-based formalism.