Navigating Time-Varying Environments: Challenges and Solutions

The author introduces TV-POMDPs to address decision-making challenges in time-varying environments. The proposed Memory Prioritized State Estimation (MPSE) method enhances accuracy and efficiency in planning under dynamic uncertainty.