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Mansooreh Montazerin

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#machine learning Preprint Sep 2026

SMILE: Bridging Continuous Optimization and Discrete Symbolic Recovery

Symbolic regression (SR) discovers closed-form mathematical expressions from data, offering interpretability beyond black-box models. Existing methods suffer from slow convergence in combinatorial search spaces and lack mechanisms to exploit compositional structure in the data. We introduce SMILE (Sine, Multiplication,...

Mansooreh Montazerin, Antonio Ortega, Ajitesh Srivastava · 0 citations

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