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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…
math.OC2026
Feasibility-Aware Imitation Learning for Benders Decomposition
Bernard T. Agyeman, Zhe Li, Ilias Mitrai +1
Mixed-integer optimization problems arise in a wide range of control applications. Benders decomposition is a widely used algorithm for solving such problems by decomposing them in…