Enabling safe, scalable, and intelligent autonomy in complex environments remains central to nextgeneration robotics. Autonomous vehicles, surgical robots, and manipulators demand real-time motion planning resilient to high-dimensional complexity. Traditional algorithms struggle under kinodynamic constraints, motivating hybrid learning–planning architectures. Integrating deep ...