3 papers
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.CL2025
Transfer Learning via Lexical Relatedness: A Sarcasm and Hate Speech Case Study
Angelly Cabrera, Linus Lei, Antonio Ortega
Detecting hate speech in non-direct forms, such as irony, sarcasm, and innuendos, remains a persistent challenge for social networks. Although sarcasm and hate speech are regarded…
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…