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This is a run where the robot collides with a barrel, towards the end of the video. Before the collision, the robot strays quite far from the desired trajectory, to a region where there are fewer training examples, making erratic behavior more likely. To correct mistakes like this, we give the robot additional training examples around the point where it strays of the desired path.
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