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cs.LG2026
SMILE: Bridging Continuous Optimization and Discrete Symbolic Recovery
Mansooreh Montazerin, Antonio Ortega, Ajitesh Srivastava
Symbolic regression (SR) discovers closed-form mathematical expressions from data, offering interpretability beyond black-box models. Existing methods suffer from slow convergence…
cs.LG2025
Sparse Interpretable Deep Learning with LIES Networks for Symbolic Regression
Mansooreh Montazerin, Majd Al Aawar, Antonio Ortega +1
Symbolic regression (SR) aims to discover closed-form mathematical expressions that accurately describe data, offering interpretability and analytical insight beyond standard black…