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Informed equation learn- ing.arXiv preprint arXiv:2105.06331, 2021

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A Data-Free Symbolic Regression Approach for Solving Equations

cs.NE · 2026-06-05 · unverdicted · novelty 7.0

SES recovers explicit symbolic solutions for algebraic, transcendental, ODE and PDE equations by optimizing symbolic expressions to satisfy the governing equation and boundary conditions without any paired data.

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  • A Data-Free Symbolic Regression Approach for Solving Equations cs.NE · 2026-06-05 · unverdicted · none · ref 21

    SES recovers explicit symbolic solutions for algebraic, transcendental, ODE and PDE equations by optimizing symbolic expressions to satisfy the governing equation and boundary conditions without any paired data.