Adaptive Collision Avoidance in Dynamic Environments using Uncertainty-Driven Diffusion-Based Planning

An adaptive generative planning approach that dynamically adjusts replanning frequency based on the uncertainty of action predictions to minimize the need for frequent, computationally expensive, and redundant replanning while maintaining robust collision avoidance performance.