A-LAMP: Agentic LLM-Based Framework for Automated MDP Modeling and Policy Generation

Hong Je-Gal, Chan-Bin Yi, Hyun-Suk Lee

Applying reinforcement learning (RL) to real-world tasks requires converting informal descriptions into a formal Markov decision process (MDP), implementing an executable environme…