2 papers
math.OC2026
Symbolic Discovery of Iterative Algorithms: A Continuous Latent Space Bayesian Optimization Framework
Tongjia Liu, Ilias Mitrai
In this paper, we consider the automated discovery of iterative optimization algorithms. We formulate the algorithm discovery task as a discrete optimization problem and search for…
eess.SY2026
Learning regime-dependent governing equations: A symbolic decision tree approach
Ilias Mitrai, Tongjia Liu, Gabriel E. Sanoja
Many chemical engineering systems are governed by mechanisms that switch across operating regimes, making the data-driven discovery of regime-dependent governing equations essentia…