Autonomous Competence Acquisition
We investigate mechanisms that allow robots to acquire
competences through interaction with the environment, in other
words: to learn from experience. A number of different mobile robots
have been used for this research, and the robots successfully
acquire competences such as obstacle avoidance, wall following,
corridor following, dead end escape, box pushing, or phototaxis.
More details here.