Tuning Optimizers for Time-Constrained Problems using Reinforcement Learning.

Many popular optimization algorithms, like the Levenberg-Marquardt algorithm (LMA), use heuristic-based “controllers” that modulate the behavior of the op- timizer during the optimization process.