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Abstract:
This paper focuses on two main research topics we axe investigating. First, we investigate how agents can learn strategic behavior in a teacher-learner model. The notion of the teacher here should be understood as a "trainer". We present the general teacher-learner model together with results from experiments per-formed in the traffic hghts domain. Second, we investigate how agents can learn to be-come experts, and eventually organize themselves ap-propriately for a range of tasks. The model is based on evolutionary processes that lead to organizations of experts. In our case, the organization emerges as a step prior to the execution of a task, and as a general process related to a range of problems in a domain. To explore these ideas, we designed and implemented a testbed based on the idea of the game of Life.