LaRes: Evolutionary Reinforcement Learning with LLM-based Adaptive Reward Search

The integration of evolutionary algorithms (EAs) with reinforcement learning (RL) has shown superior performance compared to standalone methods. However, previous research focuses on exploration in policy parameter space, while overlooking the reward function search.