Structural Information Principles-Based State and Action Abstraction for Efficient Reinforcement Learning

The proposed SIDM framework leverages structural information principles to achieve hierarchical state and action abstraction, enabling efficient decision-making in complex environments through skill-based learning and role-based collaboration.