RoboAtlas: Contextual Active SLAM
RoboAtlas is an Active SLAM framework that balances geometric exploration and semantic reasoning using a scalable 3D semantic map called OpenRoboVox. It uses a contextual multi-armed bandit to adaptively switch between exploring new areas and navigating based on learned scene understanding. This approach allows the robot to become more efficient as it gains knowledge of the environment.