Belief-Based Maximum Occupancy Principle and Active Inference
The research compares three intrinsic motivation frameworks—Maximum Occupancy Principle (MOP), Active Inference (AI), and Empowerment—by extending them to partially observable environments using belief-based inference. This provides a unified, information-theoretic view of adaptive behavior, showing how different principles lead to distinct strategies for exploration versus goal-directed survival under uncertainty.