h automatically labels the location description on a metric map via natural language grounding. By associating the semantic map with a world model, our method enables the robot to understand natural language instruction for indoor delivery navigation.

Bias tree expansion using reinforcement learning for efficient motion planning.

Robust Robot Navigation against External Disturbance using Deep Reinforcement Learning.