2026
AutoEP: LLMs-Driven Automation of Hyperparameter Evolution for Metaheuristic Algorithms
ICLR 2026oral
Dynamically configuring algorithm hyperparameters is a fundamental challenge in computational intelligence. While learning-based methods offer automation, they suffer from prohibitive sample complexity and poor generalization. We introduce AutoEP, a novel framework that bypasses training entirely by…