Evolutionary Discovery of Reinforcement Learning Algorithms via Large Language Models

ArXi:2603.28416v1 Announce Type: cross Reinforcement learning algorithms are defined by their learning update rules, which are typically hand-designed and fixed. We present an evolutionary framework for discovering reinforcement learning algorithms by searching directly over executable update rules that implement complete