Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning. - Anja Surina; Amin Mansouri; Lars Quaedvlieg; Amal Seddas; Maryna Viazovska; Emmanuel Abbe; Caglar Gulcehre (CoRR, 2025)